Prof. Dr.-Ing. Joachim Denzler
Contact

Secretary

Phone:+49 3641 946301
Fax:+49 3641 946302

Direct

Email:joachim (dot) denzler (at) uni-jena (dot) de
Phone:+49 3641 946420
Consultation hours:Monday, 2-3 pm (during the lecture periods)

Postal Address

Lehrstuhl für Digitale Bildverarbeitung
Friedrich-Schiller-Universität Jena
07737 Jena, Germany

Delivery & Parcel Address

Lehrstuhl für Digitale Bildverarbeitung
Raum 1220
Ernst-Abbe-Platz 2
07743 Jena, Germany

Publications
2024
Dong Han, Yong Li, Joachim Denzler:
Privacy-Preserving Face Recognition in Hybrid Frequency-Color Domain.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 536-546. 2024.
[bibtex] [web] [doi] [abstract]
Gideon Stein, Maha Shadaydeh, Joachim Denzler:
Embracing the Black Box: Heading Towards Foundation Models for Causal Discovery from Time Series Data.
AAAI Workshop on AI for Time-series (AAAI-WS). 2024. (accepted)
[bibtex] [pdf] [web] [abstract]
Gideon Stein, Sai Karthikeya Vemuri, Yuanyuan Huang, Anne Ebeling, Nico Eisenhauer, Maha Shadaydeh, Joachim Denzler:
Investigating the Effects of Plant Diversity on Soil Thermal Diffusivity Using Physics- Informed Neural Networks.
ICLR Workshop on AI4DifferentialEquations In Science (ICLR-WS). 2024. (accepted)
[bibtex] [pdf] [web]
Maha Shadaydeh, Joachim Denzler, Mirco Migliavacca:
Physics Informed Modeling of Ecosystem Respiration via Dynamic Mode Decomposition with Control Input.
ICLR Workshop on Machine Learning for Remote Sensing (ICLR-WS). 2024. (accepted)
[bibtex] [web] [abstract]
Matthias Körschens, Solveig Franziska Bucher, Paul Bodesheim, Josephine Ulrich, Joachim Denzler, Christine Römermann:
Determining the Community Composition of Herbaceous Species from Images using Convolutional Neural Networks.
Ecological Informatics. pp. 102516. 2024. (in press)
[bibtex] [web] [doi] [abstract]
Niklas Penzel, Gideon Stein, Joachim Denzler:
Reducing Bias in Pre-trained Models by Tuning while Penalizing Change.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 90-101. 2024.
[bibtex] [web] [doi] [abstract]
Tim Büchner, Oliver Mothes, Orlando Guntinas-Lichius, Joachim Denzler:
JeFaPaTo - A Joint Toolbox for Blinking Analysis and Facial Features Extraction.
arXiv preprint 2402.08439. 2024. (submitted to JOSS)
[bibtex] [pdf] [doi] [code] [abstract]
Tristan Piater, Niklas Penzel, Gideon Stein, Joachim Denzler:
When Medical Imaging Met Self-Attention: A Love Story That Didn’t Quite Work Out.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 149-158. 2024.
[bibtex] [web] [doi] [abstract]
Wasim Ahmad, Maha Shadaydeh, Joachim Denzler:
Deep Learning-based Group Causal Inference in Multivariate Time-series.
AAAI Workshop on AI for Time-series (AAAI-WS). 2024. (accepted)
[bibtex] [pdf] [web] [abstract]
2023
Dimitri Korsch, Maha Shadaydeh, Joachim Denzler:
Simplified Concrete Dropout - Improving the Generation of Attribution Masks for Fine-grained Classification.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). 2023.
[bibtex] [pdf] [code] [supplementary] [abstract]
Felix Schneider, Sven Sickert, Phillip Brandes, Sophie Marshall, Joachim Denzler:
Hard is the Task, the Samples are Few: A German Chiasmus Dataset.
Language Technology Conference: Human Language Technologies as a Challenge for Computer Science and Linguistics (LTC). 2023.
[bibtex] [abstract]
Ferdinand Rewicki, Joachim Denzler, Julia Niebling:
Is It Worth It? Comparing Six Deep and Classical Methods for Unsupervised Anomaly Detection in Time Series.
Applied Sciences. 13 (3) : 2023.
[bibtex] [web] [doi] [abstract]
Jan Blunk, Niklas Penzel, Paul Bodesheim, Joachim Denzler:
Beyond Debiasing: Actively Steering Feature Selection via Loss Regularization.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). 2023.
[bibtex] [pdf] [abstract]
Lena Mers, Oliver Mothes, Joachim Denzler, Orlando Guntinas-Lichius, Christian Dobel:
Der zeitliche Verlauf des emotionalen menschlichen Gesichtsausdruckes - die Entwicklung eines künstliche Intelligenz basierten Paradigmas zur Quantifizierung.
94. Jahresversammlung der Deutschen Gesellschaft für Hals-Nasen-Ohren-Heilkunde, Kopf- und Hals-Chirurgie e.V., Bonn. 2023.
[bibtex] [web] [doi] [abstract]
Matthias Körschens, Solveig Franziska Bucher, Christine Römermann, Joachim Denzler:
Improving Data Efficiency for Plant Cover Prediction with Label Interpolation and Monte-Carlo Cropping.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). 2023.
[bibtex] [pdf] [web] [supplementary] [abstract]
Matthias Körschens, Solveig Franziska Bucher, Christine Römermann, Joachim Denzler:
Unified Automatic Plant Cover and Phenology Prediction.
ICCV Workshop on Computer Vision in Plant Phenotyping and Agriculture (CVPPA). 2023.
[bibtex] [pdf] [abstract]
Niklas Penzel, Jana Kierdorf, Ribana Roscher, Joachim Denzler:
Analyzing the Behavior of Cauliflower Harvest-Readiness Models by Investigating Feature Relevances.
ICCV Workshop on Computer Vision in Plant Phenotyping and Agriculture (CVPPA). Pages 572-581. 2023.
[bibtex] [pdf] [abstract]
Niklas Penzel, Joachim Denzler:
Interpreting Art by Leveraging Pre-Trained Models.
International Conference on Machine Vision and Applications (MVA). Pages 1-6. 2023.
[bibtex] [doi] [abstract]
Sai Karthikeya Vemuri, Joachim Denzler:
Gradient Statistics-Based Multi-Objective Optimization in Physics-Informed Neural Networks.
Sensors. 23 (21) : 2023.
[bibtex] [pdf] [web] [doi] [abstract]
Sai Karthikeya Vemuri, Joachim Denzler:
Physics Informed Neural Networks for Aeroacoustic Source Estimation.
IACM Mechanistic Machine Learning and Digital Engineering for Computational Science Engineering and Technology. 2023.
[bibtex] [web] [doi] [abstract]
Tim Büchner, Orlando Guntinas-Lichius, Joachim Denzler:
Improved Obstructed Facial Feature Reconstruction for Emotion Recognition with Minimal Change CycleGANs.
Advanced Concepts for Intelligent Vision Systems (Acivs). Pages 262-274. 2023. Best Paper Award
[bibtex] [web] [doi] [abstract]
Tim Büchner, Sven Sickert, Gerd F. Volk, Christoph Anders, Orlando Guntinas-Lichius, Joachim Denzler:
Let’s Get the FACS Straight - Reconstructing Obstructed Facial Features.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 727-736. 2023.
[bibtex] [pdf] [web] [doi] [abstract]
Tim Büchner, Sven Sickert, Gerd F. Volk, Orlando Guntinas-Lichius, Joachim Denzler:
From Faces To Volumes - Measuring Volumetric Asymmetry in 3D Facial Palsy Scans.
International Symposium on Visual Computing (ISVC). Pages 121-132. 2023. Best Paper Award
[bibtex] [web] [doi] [abstract]
Tim Büchner, Sven Sickert, Roland Graßme, Christoph Anders, Orlando Guntinas-Lichius, Joachim Denzler:
Using 2D and 3D Face Representations to Generate Comprehensive Facial Electromyography Intensity Maps.
International Symposium on Visual Computing (ISVC). Pages 136-147. 2023.
[bibtex] [web] [doi] [code] [abstract]
Yuanyuan Huang, Gideon Stein, Olaf Kolle, Karl Kuebler, Ernst-Detlef Schulze, Hui Dong, David Eichenberg, Gerd Gleixner, Anke Hildebrandt, Markus Lange, Christiane Roscher, Holger Schielzeth, Bernhard Schmid, Alexandra Weigelt, Wolfgang W. Weisser, Maha Shadaydeh, Joachim Denzler, Anne Ebeling, Nico Eisenhauer:
Enhanced Stability of Grassland Soil Temperature by Plant Diversity.
Nature Geoscience. pp. 1-7. 2023.
[bibtex] [doi] [abstract]
Yuanyuan Huang, Gideon Stein, Olaf Kolle, Karl Kuebler, Ernst-Detlef Schulze, Hui Dong, David Eichenberg, Gerd Gleixner, Anke Hildebrandt, Markus Lange, Christiane Roscher, Holger Schielzeth, Bernhard Schmid, Alexandra Weigelt, Wolfgang W. Weisser, Maha Shadaydeh, Joachim Denzler, Anne Ebeling, Nico Eisenhauer:
Plant Diversity Stabilizes Soil Temperature.
bioRxiv. pp. 2023-03. 2023.
[bibtex] [pdf]
2022
Björn Barz, Joachim Denzler:
Weakly-Supervised Localization of Multiple Objects in Images using Cosine Loss.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 287-296. 2022.
[bibtex] [doi] [abstract]
Christoph Theiß, Joachim Denzler:
Towards a Unified Benchmark for Monocular Radial Distortion Correction and the Importance of Testing on Real World Data.
International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI). Pages 59-71. 2022.
[bibtex] [web] [doi] [abstract]
Clemence Dubois, Jannik Jänichen, Maha Shadaydeh, Gideon Stein, Alexandra Katz, Daniel Klöpper, Joachim Denzler, Christiane Schmullius, Katja Last:
KI4KI: Neues Projekt zur regelmässigen Überwachung von Stauanlagen aus dem All.
Messtechnische Überwachung von Stauanlagen ; XII.Mittweidaer Talsperrentag. Pages 15-19. 2022.
[bibtex] [web] [doi] [abstract]
Dimitri Korsch, Paul Bodesheim, Gunnar Brehm, Joachim Denzler:
Automated Visual Monitoring of Nocturnal Insects with Light-based Camera Traps.
CVPR Workshop on Fine-grained Visual Classification (CVPR-WS). 2022.
[bibtex] [pdf] [web] [code] [abstract]
Emanuel Andrada, Oliver Mothes, Heiko Stark, Matthew C. Tresch, Joachim Denzler, Martin S. Fischer, Reinhard Blickhan:
Limb, Joint and Pelvic Kinematic Control in the Quail Coping with Steps Upwards and Downwards.
Scientific Reports. 12 (1) : pp. 15901. 2022.
[bibtex] [pdf] [web] [doi] [abstract]
Felix Schneider, Sven Sickert, Phillip Brandes, Sophie Marshall, Joachim Denzler:
Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German.
LREC Workshop on Multiword Expression (LREC-WS). Pages 75-80. 2022.
[bibtex] [web] [code] [abstract]
Gabriel Meincke, Johannes Krauß, Maren Geitner, Dirk Arnold, Anna-Maria Kuttenreich, Valeria Mastryukova, Jan Beckmann, Wengelawit Misikire, Tim Büchner, Joachim Denzler, Orlando Guntinas-Lichius, Gerd F. Volk:
Surface Electrostimulation Prevents Denervated Muscle Atrophy in Facial Paralysis: Ultrasound Quantification [Abstract].
Abstracts of the 2022 Joint Annual Conference of the Austrian (ÖGBMT), German (VDE DGBMT) and Swiss (SSBE) Societies for Biomedical Engineering, including the 14th Vienna International Workshop on Functional Electrical Stimulation. 67 (s1) : pp. 542. 2022.
[bibtex] [doi] [abstract]
J. Wolfgang Wägele, Paul Bodesheim, Sarah J. Bourlat, Joachim Denzler, Michael Diepenbroek, Vera Fonseca, Karl-Heinz Frommolt, Matthias F. Geiger, Birgit Gemeinholzer, Frank Oliver Glöckner, Timm Haucke, Ameli Kirse, Alexander Kölpin, Ivaylo Kostadinov, Hjalmar S. Kühl, Frank Kurth, Mario Lasseck, Sascha Liedke, Florian Losch, Sandra Müller, Natalia Petrovskaya, Krzysztof Piotrowski, Bernd Radig, Christoph Scherber, Lukas Schoppmann, Jan Schulz, Volker Steinhage, Georg F. Tschan, Wolfgang Vautz, Domenico Velotto, Maximilian Weigend, Stefan Wildermann:
Towards a multisensor station for automated biodiversity monitoring.
Basic and Applied Ecology. 59 : pp. 105-138. 2022.
[bibtex] [web] [doi] [abstract]
Johannes Krauß, Gabriel Meincke, Maren Geitner, Dirk Arnold, Anna-Maria Kuttenreich, Valeria Mastryukova, Jan Beckmann, Wengelawit Misikire, Tim Büchner, Joachim Denzler, Orlando Guntinas-Lichius, Gerd F. Volk:
Optical Quantification of Surface Electrical Stimulation to Prevent Denervation Muscle Atrophy in 15 Patients with Facial Paralysis [Abstract].
Abstracts of the 2022 Joint Annual Conference of the Austrian (ÖGBMT), German (VDE DGBMT) and Swiss (SSBE) Societies for Biomedical Engineering, including the 14th Vienna International Workshop on Functional Electrical Stimulation. 67 (s1) : pp. 541. 2022.
[bibtex] [doi] [abstract]
Lorenzo Brigato, Björn Barz, Luca Iocchi, Joachim Denzler:
Image Classification with Small Datasets: Overview and Benchmark.
IEEE Access. 10 : pp. 49233-49250. 2022.
[bibtex] [pdf] [web] [doi] [abstract]
Maha Shadaydeh, Joachim Denzler, Mirco Migliavacca:
Partitioning of Net Ecosystem Exchange Using Dynamic Mode Decomposition and Time Delay Embedding.
Engineering Proceedings. 18 (1) : 2022.
[bibtex] [web] [doi] [abstract]
Matthias Körschens, Paul Bodesheim, Joachim Denzler:
Beyond Global Average Pooling: Alternative Feature Aggregations for Weakly Supervised Localization.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 180-191. 2022.
[bibtex] [pdf] [doi] [abstract]
Matthias Körschens, Paul Bodesheim, Joachim Denzler:
Occlusion-Robustness of Convolutional Neural Networks via Inverted Cutout.
International Conference on Pattern Recognition (ICPR). Pages 2829-2835. 2022.
[bibtex] [pdf] [doi] [supplementary] [abstract]
Niklas Penzel, Christian Reimers, Paul Bodesheim, Joachim Denzler:
Investigating Neural Network Training on a Feature Level using Conditional Independence.
ECCV Workshop on Causality in Vision (ECCV-WS). Pages 383-399. 2022.
[bibtex] [pdf] [doi] [abstract]
Paul Bodesheim, Jan Blunk, Matthias Körschens, Clemens-Alexander Brust, Christoph Käding, Joachim Denzler:
Pre-trained models are not enough: active and lifelong learning is important for long-term visual monitoring of mammals in biodiversity research. Individual identification and attribute prediction with image features from deep neural networks and decoupled decision models applied to elephants and great apes.
Mammalian Biology. 102 : pp. 875-897. 2022.
[bibtex] [web] [doi] [abstract]
Sven Festag, Gideon Stein, Tim Büchner, Maha Shadaydeh, Joachim Denzler, Cord Spreckelsen:
Outcome Prediction and Murmur Detection in Sets of Phonocardiograms by a Deep Learning-Based Ensemble Approach.
Computing in Cardiology (CinC). Pages 1-4. 2022.
[bibtex] [pdf] [doi] [abstract]
Tim Büchner, Sven Sickert, Gerd F. Volk, Orlando Guntinas-Lichius, Joachim Denzler:
Automatic Objective Severity Grading of Peripheral Facial Palsy Using 3D Radial Curves Extracted from Point Clouds.
Challenges of Trustable AI and Added-Value on Health. Pages 179-183. 2022.
[bibtex] [web] [doi] [code] [abstract]
Violeta Teodora Trifunov, Maha Shadaydeh, Joachim Denzler:
Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding.
arXiv preprint arXiv:2209.11497. 2022.
[bibtex] [web] [doi] [abstract]
Violeta Teodora Trifunov, Maha Shadaydeh, Joachim Denzler:
Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions.
NeurIPS Workshop on A Causal View on Dynamical Systems (NeurIPS-WS). 2022.
[bibtex] [pdf] [web] [abstract]
Wasim Ahmad, Maha Shadaydeh, Joachim Denzler:
Causal Discovery using Model Invariance through Knockoff Interventions.
ICML Workshop on Spurious Correlations, Invariance and Stability (ICML-WS). 2022.
[bibtex] [pdf] [web] [abstract]
Xavier-Andoni Tibau, Christian Reimers, Andreas Gerhardus, Joachim Denzler, Veronika Eyring, Jakob Runge:
A spatiotemporal stochastic climate model for benchmarking causal discovery methods for teleconnections.
Environmental Data Science. 1 : pp. E12. 2022.
[bibtex] [web] [doi] [abstract]
2021
Bernd Gruner, Matthias Körschens, Björn Barz, Joachim Denzler:
Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversity.
Findings of the CVPR Workshop on Continual Learning in Computer Vision (CLVision). 2021.
[bibtex] [abstract]
Bernd Radig, Paul Bodesheim, Dimitri Korsch, Joachim Denzler, Timm Haucke, Morris Klasen, Volker Steinhage:
Automated Visual Large Scale Monitoring of Faunal Biodiversity.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 31 (3) : pp. 477-488. 2021.
[bibtex] [pdf] [web] [doi] [abstract]
Björn Barz, Joachim Denzler:
Content-based Image Retrieval and the Semantic Gap in the Deep Learning Era.
ICPR Workshop on Content-Based Image Retrieval (CBIR2020). Pages 245-260. 2021.
[bibtex] [pdf] [doi] [abstract]
Björn Barz, Joachim Denzler:
WikiChurches: A Fine-Grained Dataset of Architectural Styles with Real-World Challenges.
NeurIPS 2021 Track on Datasets and Benchmarks. 2021.
[bibtex] [pdf] [presentation] [abstract]
Björn Barz, Kai Schröter, Ann-Christin Kra, Joachim Denzler:
Finding Relevant Flood Images on Twitter using Content-based Filters.
ICPR Workshop on Machine Learning Advances Environmental Science (MAES). Pages 5-14. 2021.
[bibtex] [pdf] [web] [doi] [abstract]
Christian Reimers, Niklas Penzel, Paul Bodesheim, Jakob Runge, Joachim Denzler:
Conditional Dependence Tests Reveal the Usage of ABCD Rule Features and Bias Variables in Automatic Skin Lesion Classification.
CVPR ISIC Skin Image Analysis Workshop (CVPR-WS). Pages 1810-1819. 2021.
[bibtex] [pdf] [web] [abstract]
Christian Reimers, Paul Bodesheim, Jakob Runge, Joachim Denzler:
Conditional Adversarial Debiasing: Towards Learning Unbiased Classifiers from Biased Data.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 48-62. 2021.
[bibtex] [pdf] [doi] [abstract]
Clemens-Alexander Brust, Björn Barz, Joachim Denzler:
Carpe Diem: A Lifelong Learning Tool for Automated Wildlife Surveillance.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 417-423. 2021.
[bibtex] [pdf] [doi]
Clemens-Alexander Brust, Björn Barz, Joachim Denzler:
Self-Supervised Learning from Semantically Imprecise Data.
arXiv preprint arXiv:2104.10901. 2021.
[bibtex] [pdf] [abstract]
Daphne Auer, Paul Bodesheim, Christian Fiderer, Marco Heurich, Joachim Denzler:
Minimizing the Annotation Effort for Detecting Wildlife in Camera Trap Images with Active Learning.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 547-564. 2021.
[bibtex] [pdf] [abstract]
Dimitri Korsch, Paul Bodesheim, Joachim Denzler:
Deep Learning Pipeline for Automated Visual Moth Monitoring: Insect Localization and Species Classification.
INFORMATIK 2021, Computer Science for Biodiversity Workshop (CS4Biodiversity). Pages 443-460. 2021.
[bibtex] [pdf] [web] [doi] [code] [abstract]
Dimitri Korsch, Paul Bodesheim, Joachim Denzler:
End-to-end Learning of Fisher Vector Encodings for Part Features in Fine-grained Recognition.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 142-158. 2021.
[bibtex] [pdf] [web] [doi] [code] [abstract]
Emanuel Andrada, Oliver Mothes, Dirk Arnold, Joachim Denzler, Martin S. Fischer, Reinhard Blickhan:
Uncovering Stability Princicples of Avian Bipedal Uneven Locomotion.
26th Congress of the European Society of Biomechanics (ESB). 2021.
[bibtex]
Felix Schneider, Björn Barz, Joachim Denzler:
Detecting Scenes in Fiction Using the Embedding Delta Signal.
KONVENS Shared Task on Scene Segmentation. 2021.
[bibtex]
Felix Schneider, Phillip Brandes, Björn Barz, Sophie Marshall, Joachim Denzler:
Data-Driven Detection of General Chiasmi Using Lexical and Semantic Features.
SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature. Pages 96-100. 2021.
[bibtex] [web] [doi] [abstract]
Julia Böhlke, Dimitri Korsch, Paul Bodesheim, Joachim Denzler:
Exploiting Web Images for Moth Species Classification.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 481-498. 2021.
[bibtex] [pdf] [web] [doi] [abstract]
Julia Böhlke, Dimitri Korsch, Paul Bodesheim, Joachim Denzler:
Lightweight Filtering of Noisy Web Data: Augmenting Fine-grained Datasets with Selected Internet Images.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 466-477. 2021.
[bibtex] [pdf] [web] [doi] [abstract]
Lorenzo Brigato, Björn Barz, Luca Iocchi, Joachim Denzler:
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification.
ICCV Workshop on Visual Inductive Priors for Data-Efficient Deep Learning. 2021.
[bibtex] [pdf] [abstract]
Maha Shadaydeh, Lea Müller, Dana Schneider, Martin Thümmel, Thomas Kessler, Joachim Denzler:
Analyzing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study.
IEEE Access. 9 : pp. 73780-73790. 2021.
[bibtex] [pdf] [web] [doi] [presentation] [abstract]
Martin Thümmel, Sven Sickert, Joachim Denzler:
Facial Behavior Analysis using 4D Curvature Statistics for Presentation Attack Detection.
IEEE International Workshop on Biometrics and Forensics (IWBF). Pages 1-6. 2021.
[bibtex] [web] [doi] [code] [abstract]
Matthias Körschens, Paul Bodesheim, Christine Römermann, Solveig Franziska Bucher, Mirco Migliavacca, Josephine Ulrich, Joachim Denzler:
Automatic Plant Cover Estimation with Convolutional Neural Networks.
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 499-516. 2021.
[bibtex] [pdf] [doi] [abstract]
Matthias Körschens, Paul Bodesheim, Christine Römermann, Solveig Franziska Bucher, Mirco Migliavacca, Josephine Ulrich, Joachim Denzler:
Weakly Supervised Segmentation Pretraining for Plant Cover Prediction.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 589-603. 2021.
[bibtex] [pdf] [doi] [supplementary] [abstract]
Niklas Penzel, Christian Reimers, Clemens-Alexander Brust, Joachim Denzler:
Investigating the Consistency of Uncertainty Sampling in Deep Active Learning.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 159-173. 2021.
[bibtex] [pdf] [web] [doi] [abstract]
Oana-Iuliana Popescu, Maha Shadaydeh, Joachim Denzler:
Counterfactual Generation with Knockoffs.
arXiv preprint arXiv:2102.00951. 2021.
[bibtex] [pdf] [web] [abstract]
Violeta Teodora Trifunov, Maha Shadaydeh, Björn Barz, Joachim Denzler:
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning.
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 166-172. 2021.
[bibtex] [pdf] [web] [doi] [abstract]
Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Markus Reichstein, Joachim Denzler:
A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model.
IEEE Access. 9 : pp. 107873-107883. 2021.
[bibtex] [abstract]
Wasim Ahmad, Maha Shadaydeh, Joachim Denzler:
Causal Inference in Non-linear Time-series using Deep Networks and Knockoff Counterfactuals.
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 449-454. 2021.
[bibtex] [pdf] [web] [doi] [abstract]
2020
Anish Raj, Oliver Mothes, Sven Sickert, Gerd F. Volk, Orlando Guntinas-Lichius, Joachim Denzler:
Automatic and Objective Facial Palsy Grading Index Prediction using Deep Feature Regression.
Annual Conference on Medical Image Understanding and Analysis (MIUA). Pages 253-266. 2020.
[bibtex] [pdf] [web] [doi] [abstract]
Björn Barz, Joachim Denzler:
Deep Learning on Small Datasets without Pre-Training using Cosine Loss.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 1360-1369. 2020.
[bibtex] [pdf] [doi] [code] [abstract]
Björn Barz, Joachim Denzler:
Do We Train on Test Data? Purging CIFAR of Near-Duplicates.
Journal of Imaging. 6 (6) : 2020.
[bibtex] [pdf] [web] [doi] [abstract]
Christian Reimers, Jakob Runge, Joachim Denzler:
Determining the Relevance of Features for Deep Neural Networks.
European Conference on Computer Vision. Pages 330-346. 2020.
[bibtex] [abstract]
Christian Requena-Mesa, Vitus Benson, Joachim Denzler, Jakob Runge, Markus Reichstein:
EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts.
arXiv preprint arXiv:2012.06246. 2020.
[bibtex] [web]
Clemens-Alexander Brust, Björn Barz, Joachim Denzler:
Making Every Label Count: Handling Semantic Imprecision by Integrating Domain Knowledge.
International Conference on Pattern Recognition (ICPR). 2020.
[bibtex] [pdf] [doi] [abstract]
Clemens-Alexander Brust, Christoph Käding, Joachim Denzler:
Active and Incremental Learning with Weak Supervision.
Künstliche Intelligenz (KI). 2020.
[bibtex] [pdf] [doi] [abstract]
Jhonatan Contreras, Sven Sickert, Joachim Denzler:
Region-based Edge Convolutions with Geometric Attributes for the Semantic Segmentation of Large-scale 3D Point Clouds.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 13 (1) : pp. 2598-2609. 2020.
[bibtex] [pdf] [web] [doi] [abstract]
Maha Shadaydeh, Yanira Guanche Garcia, Miguel Mahecha, Joachim Denzler:
Understanding Changes in Environmental Time Series with Time-frequency Causality Analysis.
European Geosciences Union General Assembly (EGU): Abstract + Poster Presentation. 2020.
[bibtex] [pdf] [web] [abstract]
Marcel Simon, Erik Rodner, Trevor Darell, Joachim Denzler:
The Whole Is More Than Its Parts? From Explicit to Implicit Pose Normalization.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 42 (3) : pp. 749-763. 2020. (Pre-print published in 2019.)
[bibtex] [pdf] [abstract]
Matthias Körschens, Paul Bodesheim, Christine Römermann, Solveig Franziska Bucher, Josephine Ulrich, Joachim Denzler:
Towards Confirmable Automated Plant Cover Determination.
ECCV Workshop on Computer Vision Problems in Plant Phenotyping (CVPPP). 2020.
[bibtex] [pdf] [web] [doi] [supplementary] [abstract]
Sheeba Samuel, Maha M Month = February fShadaydeh, Sebastian Böcker, Bernd Brügmann, Solveig F. Bucher, Volker Deckert, Joachim Denzler, Peter Dittrich, Ferdinand von Eggeling, Daniel Güllmar, Orlando Guntinas-Lichius, Birgitta König-Ries, Frank Löffler, Lutz Maicher, Manja Marz, Mirco Migliavacca, Jürgen R. Reichenbach, Markus Reichstein, Christine Römermann, Andrea Wittig:
A Virtual "Werkstatt" for Digitization in the Sciences.
Research Ideas and Outcomes. 6 : pp. e54106. 2020.
[bibtex] [web] [doi] [abstract]
2019
Andreas Dittberner, Sven Sickert, Joachim Denzler, Orlando Guntinas-Lichius:
Intraoperative Online Image-guided Biopsie on the Basis of a Deep Learning Algorithm to the Automatic Detection of Head and Neck Carcinoma by Means of Real Time Near-Infrared ICG Fluorescence Endoscopy.
Laryngo-Rhino-Otologie. 98 (S02) : pp. 115. 2019.
[bibtex] [web] [doi]
Björn Barz, Christoph Käding, Joachim Denzler:
Information-Theoretic Active Learning for Content-Based Image Retrieval.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 650-666. 2019.
[bibtex] [pdf] [doi] [code] [supplementary] [abstract]
Björn Barz, Erik Rodner, Yanira Guanche Garcia, Joachim Denzler:
Detecting Regions of Maximal Divergence for Spatio-Temporal Anomaly Detection.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 41 (5) : pp. 1088-1101. 2019. (Pre-print published in 2018.)
[bibtex] [pdf] [web] [doi] [code] [abstract]
Björn Barz, Joachim Denzler:
Hierarchy-based Image Embeddings for Semantic Image Retrieval.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 638-647. 2019. Best Paper Award
[bibtex] [pdf] [web] [doi] [code] [presentation] [supplementary] [abstract]
Christian Reimers, Jakob Runge, Joachim Denzler:
Using Causal Inference to Globally Understand Black Box Predictors Beyond Saliency Maps.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [doi] [abstract]
Christian Requena-Mesa, Markus Reichstein, Miguel Mahecha, Basil Kraft, Joachim Denzler:
Predicting Landscapes from Environmental Conditions Using Generative Networks.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 203-217. 2019.
[bibtex] [doi] [abstract]
Clemens-Alexander Brust, Christoph Käding, Joachim Denzler:
Active Learning for Deep Object Detection.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 181-190. 2019.
[bibtex] [pdf] [doi] [abstract]
Clemens-Alexander Brust, Joachim Denzler:
Integrating Domain Knowledge: Using Hierarchies to Improve Deep Classifiers.
Asian Conference on Pattern Recognition (ACPR). 2019.
[bibtex] [pdf] [abstract]
Clemens-Alexander Brust, Joachim Denzler:
Not just a Matter of Semantics: The Relationship between Visual Similarity and Semantic Similarity.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 414-427. 2019.
[bibtex] [pdf] [doi] [abstract]
Dimitri Korsch, Paul Bodesheim, Joachim Denzler:
Classification-Specific Parts for Improving Fine-Grained Visual Categorization.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 62-75. 2019.
[bibtex] [pdf] [web] [doi] [code] [abstract]
Erik Rodner, Thomas Bocklitz, Ferdinand von Eggeling, Günther Ernst, Olga Chernavskaia, Jürgen Popp, Joachim Denzler, Orlando Guntinas-Lichius:
Fully Convolutional Networks in Multimodal Nonlinear Microscopy Images for Automated Detection of Head and Neck Carcinoma: A Pilot Study.
Head \& Neck. 41 (1) : pp. 116-121. 2019.
[bibtex] [web] [doi] [abstract]
Gerd F. Volk, Martin Thümmel, Oliver Mothes, Dirk Arnold, Jovanna Thielker, Joachim Denzler, Valeria Mastryukova, Winfried Mayr, Orlando Guntinas-Lichius:
Long-term home-based Surface Electrostimulation is useful to prevent atrophy in denervated Facial Muscles.
Vienna Workshop on Functional Electrical Stimulation (FESWS). 2019.
[bibtex] [pdf] [abstract]
Jhonatan Contreras, Joachim Denzler:
Edge-Convolution Point Net For Semantic Segmentation Of Large-Scale Point Clouds.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Pages 5236-5239. 2019.
[bibtex] [web] [doi] [abstract]
Jhonatan Contreras, Sven Sickert, Joachim Denzler:
Automatically Estimating Forestal Characteristics in 3D Point Clouds using Deep Learning.
iDiv Annual Conference. 2019. Poster
[bibtex] [web] [abstract]
Jonas Jäger, Gereon Reus, Joachim Denzler, Viviane Wolff, Klaus Fricke-Neuderth:
LOST: A flexible framework for semi-automatic image annotation.
arXiv preprint arXiv:1910.07486. 2019.
[bibtex] [pdf]
Lea Müller, Maha Shadaydeh, Martin Thümmel, Thomas Kessler, Dana Schneider, Joachim Denzler:
Causal Inference in Nonverbal Dyadic Communication with Relevant Interval Selection and Granger Causality.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 490-497. 2019.
[bibtex] [pdf] [web] [doi] [abstract]
Maha Shadaydeh, Joachim Denzler, Yanira Guanche Garcia, Miguel Mahecha:
Time-Frequency Causal Inference Uncovers Anomalous Events in Environmental Systems.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 499-512. 2019.
[bibtex] [pdf] [doi] [abstract]
Marie Arlt, Jack Peter, Sven Sickert, Clemens-Alexander Brust, Joachim Denzler, Andreas Stallmach:
Automated Polyp Differentiation on Coloscopic Data using Semantic Segmentation with CNNs.
Endoscopy. 51 (04) : pp. 4. 2019.
[bibtex] [web] [doi] [abstract]
Markus Reichstein, Gustau Camps-Valls, Bjorn Stevens, Martin Jung, Joachim Denzler, Nuno Carvalhais, Prabhat:
Deep learning and process understanding for data-driven Earth system science.
Nature. 566 (7743) : pp. 195-204. 2019.
[bibtex] [web] [doi] [abstract]
Matthias Körschens, Joachim Denzler:
ELPephants: A Fine-Grained Dataset for Elephant Re-Identification.
ICCV Workshop on Computer Vision for Wildlife Conservation (ICCV-WS). 2019.
[bibtex] [pdf] [abstract]
Nils Gählert, Niklas Hanselmann, Uwe Franke, Joachim Denzler:
Visibility Guided NMS: Efficient Boosting of Amodal Object Detection in Crowded Traffic Scenes.
Machine Learning for Autonomous Driving Workshop at NeurIPS (NeurIPS-WS). 2019.
[bibtex] [abstract]
Oliver Mothes, Joachim Denzler:
One-Shot Learned Priors in Augmented Active Appearance Models for Anatomical Landmark Tracking.
Computer Vision, Imaging and Computer Graphics -- Theory and Applications. Pages 85-104. 2019.
[bibtex] [web] [doi] [abstract]
Oliver Mothes, Joachim Denzler:
Self-supervised Data Bootstrapping for Deep Optical Character Recognition of Identity Documents.
arXiv preprint arXiv:1908.04027. 2019.
[bibtex] [pdf] [abstract]
Oliver Mothes, Luise Modersohn, Gerd F. Volk, Carsten Klingner, Otto W. Witte, Peter Schlattmann, Joachim Denzler, Orlando Guntinas-Lichius:
Automated objective and marker-free facial grading using photographs of patients with facial palsy..
European Archives of Oto-Rhino-Laryngology. 2019.
[bibtex] [pdf]
Orlando Guntinas-Lichius, Gerd F. Volk, Joachim Denzler:
International Validation of an Automated Algorithm to Classify the Severity of Facial Palsy.
Laryngo-Rhino-Otologie. 98 (S02) : pp. 357-358. 2019.
[bibtex] [web] [doi]
Orlando Guntinas-Lichius, Oliver Mothes, Gerd F. Volk, Carsten M. Klingner, Otto W. Witte, Peter Schlattmann, Joachim Denzler:
Machine Learning based Classification of Facial Palsies using Standard Still Photografies.
Laryngo-Rhino-Otologie. 98 (S02) : pp. 360. 2019.
[bibtex] [web] [doi]
Stefan Hoffmann, Clemens-Alexander Brust, Maha Shadaydeh, Joachim Denzler:
Registration of High Resolution Sar and Optical Satellite Imagery Using Fully Convolutional Networks.
International Geoscience and Remote Sensing Symposium (IGARSS). Pages 5152-5155. 2019.
[bibtex] [pdf] [doi] [abstract]
Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler:
Causal Link Estimation under Hidden Confounding in Ecological Time Series.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [abstract]
Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler:
Nonlinear Causal Link Estimation under Hidden Confounding with an Application to Time-Series Anomaly Detection.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 261-273. 2019.
[bibtex] [pdf] [abstract]
Waldemar Jarisa, Roman Henze, Ferit Kücükay, Felix Schneider, Joachim Denzler, Bernd Hartmann:
Fusionskonzept zur Reibwertschätzung auf Basis von Wetter- und Fahrbahnzustandsinformationen.
VDI-Fachtagung Reifen - Fahrwerk - Fahrbahn. 2019. Best Paper Award
[bibtex] [abstract]
Xavier-Andoni Tibau, Christian Reimers, Veronika Eyring, Joachim Denzler, Markus Reichstein, Jakob Runge:
Toy models to analyze emergent constraint approaches.
European Geosciences Union General Assembly (EGU): Abstract + Poster Presentation. 2019.
[bibtex] [pdf] [web] [abstract]
Yanira Guanche, Maha Shadaydeh, Miguel Mahecha, Joachim Denzler:
Attribution of Multivariate Extreme Events.
International Workshop on Climate Informatics (CI). 2019.
[bibtex] [pdf] [abstract]
2018
Andreas Dittberner, Sven Sickert, Joachim Denzler, Orlando Guntinas-Lichius, Thomas Bitter, Sven Koscielny:
Development of an Automatic Image Analysis Method by Deep Learning Methods for the Detection of Head and Neck Cancer Based on Standard Real-Time Near-Infrared ICG Fluorescence Endoscopy Images (NIR-ICG-FE).
Laryngo-Rhino-Otologie. 97 (S02) : pp. 97. 2018.
[bibtex] [web] [doi] [abstract]
Bernd Hartmann, Thomas Raste, Matthias Kretschmann, Manuel Amthor, Felix Schneider, Joachim Denzler:
Aquaplaning - a potential hazard also for Automated Driving.
ITS automotive nord e.V. (Hrsg.), Braunschweig. 2018.
[bibtex]
Björn Barz, Joachim Denzler:
Automatic Query Image Disambiguation for Content-Based Image Retrieval.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 249-256. 2018.
[bibtex] [pdf] [doi] [code] [abstract]
Björn Barz, Joachim Denzler:
Deep Learning is not a Matter of Depth but of Good Training.
International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI). Pages 683-687. 2018.
[bibtex] [pdf] [abstract]
Björn Barz, Kai Schröter, Moritz Münch, Bin Yang, Andrea Unger, Doris Dransch, Joachim Denzler:
Enhancing Flood Impact Analysis using Interactive Retrieval of Social Media Images.
Archives of Data Science, Series A. 5 (1) : pp. A06, 21 S. online. 2018.
[bibtex] [pdf] [doi] [abstract]
Björn Barz, Thomas C. van Dijk, Bert Spaan, Joachim Denzler:
Putting User Reputation on the Map: Unsupervised Quality Control for Crowdsourced Historical Data.
2nd ACM SIGSPATIAL Workshop on Geospatial Humanities. Pages 3:1-3:6. 2018.
[bibtex] [pdf] [doi] [abstract]
Christoph Käding, Erik Rodner, Alexander Freytag, Oliver Mothes, Björn Barz, Joachim Denzler:
Active Learning for Regression Tasks with Expected Model Output Changes.
British Machine Vision Conference (BMVC). 2018.
[bibtex] [pdf] [supplementary] [abstract]
Christoph Theiß, Clemens-Alexander Brust, Joachim Denzler:
Dataless Black-Box Model Comparison.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 28 (4) : pp. 676-683. 2018. (also published at ICPRAI 2018)
[bibtex] [doi] [abstract]
Dimitri Korsch, Joachim Denzler:
In Defense of Active Part Selection for Fine-Grained Classification.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 28 (4) : pp. 658-663. 2018.
[bibtex] [pdf] [web] [doi] [abstract]
Gerd F. Volk, Anika Steinerstauch, Annegret Lorenz, Luise Modersohn, Oliver Mothes, Joachim Denzler, Carsten M. Klingner, Farsin Hamzei, Orlando Guntinas-Lichius:
Facial motor and non-motor disabilities in patients with central facial paresis: a prospective cohort study.
Journal of Neurology. 2018.
[bibtex]
Joachim Denzler, Christoph Käding, Clemens-Alexander Brust:
Keeping the Human in the Loop: Towards Automatic Visual Monitoring in Biodiversity Research.
International Conference on Ecological Informatics (ICEI). Pages 16. 2018.
[bibtex] [doi] [abstract]
Maha Shadaydeh, Yanira Guanche Garcia, Joachim Denzler:
Classification of Spatiotemporal Marine Climate Patterns using Wavelet Coherence and Markov Random Field.
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2018.
[bibtex] [web] [abstract]
Maha Shadaydeh, Yanira Guanche Garcia, Miguel Mahecha, Markus Reichstein, Joachim Denzler:
Analyzing the Time Variant Causality in Ecological Time Series: A Time-Frequency Approach.
International Conference on Ecological Informatics (ICEI). Pages 151-152. 2018.
[bibtex] [abstract]
Maha Shadaydeh, Yanira Guanche Garcia, Miguel Mahecha, Markus Reichstein, Joachim Denzler:
Causality analysis of ecological time series: a time-frequency approach.
International Workshop on Climate Informatics (CI). 2018.
[bibtex] [pdf]
Matthias Körschens, Björn Barz, Joachim Denzler:
Towards Automatic Identification of Elephants in the Wild.
AI for Wildlife Conservation Workshop (AIWC). 2018.
[bibtex] [pdf] [abstract]
Niclas Schmitt, Sven Sickert, Orlando Guntinas-Lichius, Thomas Bitter, Joachim Denzler:
Automated MRI Volumetry of the Olfactory Bulb.
Laryngo-Rhino-Otologie. 97 (S02) : pp. 36. 2018.
[bibtex] [web] [doi] [abstract]
Oliver Mothes, Joachim Denzler:
Multi-view Anatomical Animal Landmark Localization using Deep Feature Regression.
ICPR Workshop on Visual Observation and Analysis of Vertebrate And Insect Behavior (ICPR-WS). 2018.
[bibtex]
Talha Qaiser, Abhik Mukherjee, Chaitanya Reddy PB, Sai D Munugoti, Vamsi Tallam, Tomi Pitkäaho, Taina Lehtimäki, Thomas Naughton, Matt Berseth, Aníbal Pedraza, Ramakrishnan Mukundan, Matthew Smith, Abhir Bhalerao, Erik Rodner, Marcel Simon, Joachim Denzler, Chao-Hui Huang, Gloria Bueno, David Snead, Ian O Ellis, Mohammad Ilyas, Nasir Rajpoot:
HER2 challenge contest: a detailed assessment of automated HER2 scoring algorithms in whole slide images of breast cancer tissues.
Histopathology. 72 (2) : pp. 227-238. 2018.
[bibtex] [web] [doi] [abstract]
Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler:
Domain knowledge integration for causality analysis of carbon-cycle variables.
American Geophysical Union Fall Meeting (AGU): Abstract + Poster Presentation. 2018.
[bibtex] [web] [abstract]
Xavier-Andoni Tibau, Christian Requena-Mesa, Christian Reimers, Joachim Denzler, Veronika Eyring, Markus Reichstein, Jakob Runge:
SupernoVAE: Using deep learning to find spatio-temporal dynamics in Earth system data.
American Geophysical Union Fall Meeting (AGU): Abstract + Poster Presentation. 2018.
[bibtex] [web] [abstract]
Xavier-Andoni Tibau, Christian Requena-Mesa, Christian Reimers, Joachim Denzler, Veronika Eyring, Markus Reichstein, Jakob Runge:
SupernoVAE: VAE based Kernel-PCA for Analysis of Spatio-Temporal Earth Data.
International Workshop on Climate Informatics (CI). Pages 73-76. 2018.
[bibtex] [web] [doi] [abstract]
Yanira Guanche Garcia, Maha Shadaydeh, Miguel Mahecha, Joachim Denzler:
Extreme anomaly event detection in biosphere using linear regression and a spatiotemporal MRF model.
Natural Hazards. pp. 1-19. 2018.
[bibtex] [pdf] [web] [doi] [abstract]
Yanira Guanche Garcia, Maha Shadaydeh, Miguel Mahecha, Markus Reichstein, Joachim Denzler:
BACI: Towards a Biosphere Atmosphere Change Index - Detection of Extreme Events in the Biosphere.
BigSkyEarth Conference: AstroGeoInformatics. 2018.
[bibtex] [pdf] [web] [doi]
2017
Alexander Schultheiss, Christoph Käding, Alexander Freytag, Joachim Denzler:
Finding the Unknown: Novelty Detection with Extreme Value Signatures of Deep Neural Activations.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 226-238. 2017.
[bibtex] [pdf] [supplementary] [abstract]
Ali Al-Raziqi, Joachim Denzler:
Unsupervised Group Activity Detection by Hierarchical Dirichlet Processes.
International Conference on Image Analysis and Recognition (ICIAR). Pages 399-407. 2017.
[bibtex] [pdf] [web] [doi] [abstract]
Björn Barz, Erik Rodner, Christoph Käding, Joachim Denzler:
Fast Learning and Prediction for Object Detection using Whitened CNN Features.
arXiv preprint arXiv:1704.02930. 2017.
[bibtex] [pdf] [web]
Björn Barz, Yanira Guanche, Erik Rodner, Joachim Denzler:
Maximally Divergent Intervals for Extreme Weather Event Detection.
MTS/IEEE OCEANS Conference Aberdeen. Pages 1-9. 2017.
[bibtex] [pdf] [doi] [abstract]
Brust Clemens-Alexander, Burghardt Tilo, Groenenberg Milou, Käding Christoph, Kühl Hjalmar, Manguette Marie, Denzler Joachim:
Towards Automated Visual Monitoring of Individual Gorillas in the Wild.
ICCV Workshop on Visual Wildlife Monitoring (ICCV-WS). Pages 2820-2830. 2017.
[bibtex] [pdf] [doi] [abstract]
Clemens-Alexander Brust, Christoph Käding, Joachim Denzler:
You Have To Look More Than Once: Active and Continuous Exploration using YOLO.
CVPR Workshop on Continuous and Open-Set Learning (CVPR-WS). 2017. Poster presentation and extended abstract
[bibtex] [abstract]
Cornelia Dittmar, Joachim Denzler, Horst-Michael Gross:
A Feedback Estimation Approach for Therapeutic Facial Training.
IEEE International Conference on Automatic Face and Gesture Recognition (FG). Pages 141-148. 2017.
[bibtex] [abstract]
Erik Rodner, Alexander Freytag, Paul Bodesheim, Björn Fröhlich, Joachim Denzler:
Large-Scale Gaussian Process Inference with Generalized Histogram Intersection Kernels for Visual Recognition Tasks.
International Journal of Computer Vision (IJCV). 121 (2) : pp. 253-280. 2017.
[bibtex] [pdf] [web] [doi] [abstract]
Erik Rodner, Marcel Simon, Joachim Denzler:
Deep bilinear features for Her2 scoring in digital pathology.
Current Directions in Biomedical Engineering. 3 (2) : pp. 811-814. 2017.
[bibtex] [pdf]
Felix Schneider, Yanira Guanche, Joachim Denzler:
Modelling ocean parameters through Graphical Models.
MTS/IEEE OCEANS Conference Aberdeen. Pages 1-6. 2017.
[bibtex] [pdf] [doi]
Gustau Camps-Valls, Benjamin Adams, Joachim Denzler, Thomas Hickler, Birgitta König-Ries, Markus Reichstein, Johann Wolfgang Wägele:
Why Computer Science needs to meet Ecology.
Dagstuhl Reports. 7 (2) : pp. 114-120. 2017.
[bibtex] [web] [doi]
Joachim Denzler:
Life-long Learning with Applications in Monitoring Biodiversity.
Dagstuhl Reports. 7 (2) : pp. 120-122. 2017.
[bibtex] [web] [doi]
Jonas Jäger, Claudia Kruschel, Stewart T. Schultz, Dubravko Pedjo, Viviane Wolff, Klaus Fricke-Neuderth, Joachim Denzler:
Underwater and in the Cloud: Web-based Machine Learning for Fish Video Analysis.
52nd European Marine Biology Symposium. 2017.
[bibtex] [pdf]
Jonas Jäger, Oliver Mothes, Viviane Wolff, Klaus Fricke-Neuderth, Joachim Denzler:
Visual Fish Tracking: Combining a Two-Stage Graph Approach with CNN-Features.
MTS/IEEE OCEANS Conference Aberdeen. Pages 1-6. 2017.
[bibtex] [pdf] [web] [doi]
Marc Aubreville, Christian Knipfer, Nicolai Oetter, Christian Jaremenko, Erik Rodner, Joachim Denzler, Christopher Bohr, Helmut Neumann, Florian Stelzle, Andreas Maier:
Automatic Classification of Cancerous Tissue in Laserendomicroscopy Images of the Oral Cavity using Deep Learning.
Scientific Reports. 7 (1) : pp. 41598-017. 2017.
[bibtex] [web] [doi]
Marcel Simon, Yang Gao, Trevor Darrell, Joachim Denzler, Erik Rodner:
Generalized orderless pooling performs implicit salient matching.
International Conference on Computer Vision (ICCV). Pages 4970-4979. 2017.
[bibtex] [pdf]
Milan Flach, Fabian Gans, Alexander Brenning, Joachim Denzler, Markus Reichstein, Erik Rodner, Sebastian Bathiany, Paul Bodesheim, Yanira Guanche, Sebasitan Sippel, Miguel D. Mahecha:
Multivariate anomaly detection for Earth observations: a comparison of algorithms and feature extraction techniques.
Earth System Dynamics. 8 (3) : pp. 677-696. 2017.
[bibtex] [pdf] [web] [doi] [abstract]
Oliver Mothes, Joachim Denzler:
Anatomical Landmark Tracking by One-shot Learned Priors for Augmented Active Appearance Models.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 246-254. 2017.
[bibtex] [pdf] [web]
Rebecca Anna Schaede, Gerd F. Volk, Luise Modersohn, Jodie M. Barth, Joachim Denzler, Orlando Guntinas-Lichius:
Video Instruction for Synchronous Video Recording of Mimic Movement of Patients with Facial Palsy.
Laryngo-Rhino-Otologie. 2017.
[bibtex] [web] [doi] [abstract]
Sven Sickert, Joachim Denzler:
Semantic Segmentation of Outdoor Areas using 3D Moment Invariants and Contextual Cues.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 165-176. 2017.
[bibtex] [pdf] [doi] [abstract]
Thomas Wenzel, Steffen Brueggert, Joachim Denzler:
Towards Unconstrained Content Recognition of Additional Traffic Signs.
IEEE Intelligent Vehicles Symposium (IV). Pages 1421-1427. 2017.
[bibtex] [web] [doi] [abstract]
Thomas Wenzel, Ta-Wei Chou, Steffen Brueggert, Joachim Denzler:
From Corners To Rectangles — Directional Road Sign Detection Using Learned Corner Representations.
IEEE Intelligent Vehicles Symposium (IV). Pages 1039-1044. 2017.
[bibtex] [web] [doi] [abstract]
Xiaoyan Jiang, Marcel Simon, Yuan Yang, Joachim Denzler:
Multi-marker tracking for large-scale X-ray stereo video data.
Signal Processing: Image Communication. 59 (Supplement C) : pp. 140-149. 2017.
[bibtex] [web]
Yanira Guanche, Maha Shadaydeh, Miguel Mahecha, Joachim Denzler:
Biosphere Anomalies Detection by Regression Models.
Conference on Advances in Extreme Value Analysis and Application to Natural Hazards (EVAN). 2017.
[bibtex] [pdf]
Zhijun Fang, Jenq-Neng Hwang, Xiaoming Huo, Hyo-Jong Lee, Joachim Denzler:
Emergent Techniques and Applications for Big Visual Data.
International Journal of Digital Multimedia Broadcasting. 2017 : pp. 2. 2017. Article ID 6468502
[bibtex] [web] [doi]
2016
Alexander Freytag, Erik Rodner, Marcel Simon, Alexander Loos, Hjalmar Kühl, Joachim Denzler:
Chimpanzee Faces in the Wild: Log-Euclidean CNNs for Predicting Identities and Attributes of Primates.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 51-63. 2016.
[bibtex] [pdf] [web] [doi] [supplementary] [abstract]
Ali Al-Raziqi, Joachim Denzler:
Unsupervised Framework for Interactions Modeling between Multiple Objects.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 509-516. 2016.
[bibtex] [pdf] [abstract]
Ali Al-Raziqi, Mahesh Venkata Krishna, Joachim Denzler:
Detection of Dog-Robot Interactions in Video Sequences.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 26 (1) : pp. 46-54. 2016.
[bibtex] [pdf] [abstract]
Benjamin Dorschner, Herbert Süße, Wolfgang Ortmann, Andrey Irintchev, Joachim Denzler, Orlando Guntinas-Lichius:
An Automated Whisker Tracking Tool for the Rat Facial Nerve Injury Paradigm.
Journal of Neuroscience Methods. 271 : pp. 143-148. 2016.
[bibtex] [web] [doi] [abstract]
Christoph Käding, Alexander Freytag, Erik Rodner, Andrea Perino, Joachim Denzler:
Large-scale Active Learning with Approximated Expected Model Output Changes.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 179-191. 2016.
[bibtex] [pdf] [web] [doi] [code] [supplementary] [abstract]
Christoph Käding, Erik Rodner, Alexander Freytag, Joachim Denzler:
Active and Continuous Exploration with Deep Neural Networks and Expected Model Output Changes.
NIPS Workshop on Continual Learning and Deep Networks (NIPS-WS). 2016.
[bibtex] [pdf] [web] [abstract]
Christoph Käding, Erik Rodner, Alexander Freytag, Joachim Denzler:
Fine-tuning Deep Neural Networks in Continuous Learning Scenarios.
ACCV Workshop on Interpretation and Visualization of Deep Neural Nets (ACCV-WS). 2016.
[bibtex] [pdf] [web] [supplementary] [abstract]
Christoph Käding, Erik Rodner, Alexander Freytag, Joachim Denzler:
Watch, Ask, Learn, and Improve: A Lifelong Learning Cycle for Visual Recognition.
European Symposium on Artificial Neural Networks (ESANN). Pages 381-386. 2016.
[bibtex] [pdf] [code] [presentation] [abstract]
Clemens-Alexander Brust, Sven Sickert, Marcel Simon, Erik Rodner, Joachim Denzler:
Neither Quick Nor Proper -- Evaluation of QuickProp for Learning Deep Neural Networks.
2016. Technical Report TR-FSU-INF-CV-2016-01
[bibtex] [pdf] [abstract]
Erik Rodner, Björn Barz, Yanira Guanche, Milan Flach, Miguel Mahecha, Paul Bodesheim, Markus Reichstein, Joachim Denzler:
Maximally Divergent Intervals for Anomaly Detection.
Workshop on Anomaly Detection (ICML-WS). 2016. Best Paper Award
[bibtex] [pdf] [web] [code] [abstract]
Erik Rodner, Marcel Simon, Bob Fisher, Joachim Denzler:
Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches.
British Machine Vision Conference (BMVC). 2016.
[bibtex] [pdf] [supplementary]
Joachim Denzler, Erik Rodner, Marcel Simon:
Convolutional Neural Networks as a Computational Model for the Underlying Processes of Aesthetics Perception.
ECCV Workshop on Computer Vision for Art Analysis. 2016.
[bibtex] [pdf] [web]
Jonas Jäger, Erik Rodner, Joachim Denzler, Viviane Wolff, Klaus Fricke-Neuderth:
SeaCLEF 2016: Object Proposal Classification for Fish Detection in Underwater Videos.
Working Notes of CLEF 2016 - Conference and Labs of the Evaluation forum. Pages 481-489. 2016.
[bibtex] [pdf]
Luise Modersohn, Joachim Denzler:
Facial Paresis Index Prediction by Exploiting Active Appearance Models for Compact Discriminative Features.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 271-278. 2016.
[bibtex] [pdf] [abstract]
Manuel Amthor, Erik Rodner, Joachim Denzler:
Impatient DNNs - Deep Neural Networks with Dynamic Time Budgets.
British Machine Vision Conference (BMVC). 2016.
[bibtex] [pdf]
Marcel Simon, Erik Rodner, Joachim Denzler:
ImageNet pre-trained models with batch normalization.
arXiv preprint 1612.01452. 2016.
[bibtex] [pdf] [web] [abstract]
Markus Reichstein, Martin Jung, Paul Bodesheim, Miguel D. Mahecha, Fabian Gans, Erik Rodner, Gustau Camps-Valls, Dario Papale, Gianluca Tramontana, Joachim Denzler, Dennis D. Baldocchi:
Potential of new machine learning methods for understanding long-term interannual variability of carbon and energy fluxes and states from site to global scale.
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2016.
[bibtex] [web] [abstract]
Milan Flach, Miguel Mahecha, Fabian Gans, Erik Rodner, Paul Bodesheim, Yanira Guanche-Garcia, Alexander Brenning, Joachim Denzler, Markus Reichstein:
Using Statistical Process Control for detecting anomalies in multivariate spatiotemporal Earth Observations.
European Geosciences Union General Assembly (EGU): Abstract + Oral Presentation. 2016.
[bibtex] [pdf] [web] [abstract]
Milan Flach, Sebastian Sippel, Paul Bodesheim, Alexander Brenning, Joachim Denzler, Fabian Gans, Yanira Guanche, Markus Reichstein, Erik Rodner, Miguel D. Mahecha:
Hot spots of multivariate extreme anomalies in Earth observations.
American Geophysical Union Fall Meeting (AGU): Abstract + Oral Presentation. 2016.
[bibtex] [web] [abstract]
Sven Sickert, Erik Rodner, Joachim Denzler:
Semantic Volume Segmentation with Iterative Context Integration for Bio-medical Image Stacks.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 26 (1) : pp. 197-204. 2016.
[bibtex] [pdf] [abstract]
Thomas Wenzel, Steffen Brueggert, Joachim Denzler:
Additional Traffic Sign Detection Using Learned Corner Representations.
IEEE Intelligent Vehicles Symposium (IV). Pages 316-321. 2016.
[bibtex] [web] [doi] [abstract]
Wolfgang Bothe, Harald Schubert, Mahmoud Diab, Gloria Faerber, Christoph Bettag, Xiaoyan Jiang, Martin S. Fischer, Joachim Denzler, Torsten Doenst:
Fully automated tracking of cardiac structures using radiopaque markers and high-frequency videofluoroscopy in an in vivo ovine model: from three-dimensional marker coordinates to quantitative analyses.
SpringerPlus. 5 (1) : 2016.
[bibtex] [pdf] [abstract]
Yanira Guanche Garcia, Erik Rodner, Milan Flach, Sebastian Sippel, Miguel Mahecha, Joachim Denzler:
Detecting Multivariate Biosphere Extremes.
International Workshop on Climate Informatics (CI). Pages 9-12. 2016.
[bibtex] [web] [doi] [abstract]
Yerania Campos, Erik Rodner, Joachim Denzler, Humberto Sossa, Gonzalo Pajares:
Vegetation segmentation in cornfield images using bag of words.
Advanced Concepts for Intelligent Vision Systems (Acivs). Pages 193-204. 2016.
[bibtex] [pdf] [web] [doi] [abstract]
2015
Alexander Freytag, Alena Schadt, Joachim Denzler:
Interactive Image Retrieval for Biodiversity Research.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 129-141. 2015.
[bibtex] [pdf] [abstract]
Andreas Dittberner, Erik Rodner, Wolfgang Ortmann, Joachim Stadler, Carsten Schmidt, Iver Petersen, Andreas Stallmach, Joachim Denzler, Orlando Guntinas-Lichius:
Automated analysis of confocal laser endomicroscopy images to detect head and neck cancer.
Head \& Neck. 38 (1) : 2015.
[bibtex] [web] [doi]
Christoph Käding, Alexander Freytag, Erik Rodner, Paul Bodesheim, Joachim Denzler:
Active Learning and Discovery of Object Categories in the Presence of Unnameable Instances.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 4343-4352. 2015.
[bibtex] [pdf] [web] [doi] [code] [presentation] [supplementary] [abstract]
Clemens-Alexander Brust, Sven Sickert, Marcel Simon, Erik Rodner, Joachim Denzler:
Convolutional Patch Networks with Spatial Prior for Road Detection and Urban Scene Understanding.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 510-517. 2015.
[bibtex] [pdf] [doi] [abstract]
Clemens-Alexander Brust, Sven Sickert, Marcel Simon, Erik Rodner, Joachim Denzler:
Efficient Convolutional Patch Networks for Scene Understanding.
CVPR Workshop on Scene Understanding (CVPR-WS). 2015. Poster presentation and extended abstract
[bibtex] [pdf] [abstract]
Daniel Haase, Laura Minnigerode, Gerd F. Volk, Joachim Denzler, Orlando Guntinas-Lichius:
Automated and objective action coding of facial expressions in patients with acute facial palsy.
European Archives of Oto-Rhino-Laryngology. 272 (5) : pp. 1259-1267. 2015.
[bibtex] [web] [doi] [abstract]
Emanuel Andrada, Daniel Haase, Yefta Sutedja, John A. Nyakatura, Brandon M. Kilbourne, Joachim Denzler, Martin S. Fischer, Reinhard Blickhan:
Mixed Gaits in Small Avian Terrestrial Locomotion.
Scientific Reports. 5 : 2015.
[bibtex] [web] [doi] [abstract]
Erik Rodner, Marcel Simon, Gunnar Brehm, Stephanie Pietsch, J. Wolfgang Wägele, Joachim Denzler:
Fine-grained Recognition Datasets for Biodiversity Analysis.
CVPR Workshop on Fine-grained Visual Classification (CVPR-WS). 2015.
[bibtex] [pdf] [web]
Erik Rodner, Wolfgang Ortmann, Andreas Dittberner, Joachim Stadler, Carsten Schmidt, Iver Petersen, Andreas Stallmach, Joachim Denzler, Orlando Guntinas-Lichius:
Analysis and Classification of Microscopy Images with Cell Border Distance Statistics.
Jahrestagung der Deutschen Gesellschaft für Medizinische Physik (DGMP). 2015.
[bibtex] [pdf]
Janin Lautenschläger, Christian Lautenschläger, Vedrana Tadic, Herbert Süße, Wolfgang Ortmann, Joachim Denzler, Andreas Stallmach, Otto W. Witte, Julian Grosskreutz:
Novel computer vision algorithm for the reliable analysis of organelle morphology in whole cell 3D images - a pilot study for the quantitative evaluation of mitochondrial fragmentation in amyotrophic lateral sclerosis.
Mitochondrion. 25 (1) : pp. 49-59. 2015.
[bibtex] [web] [doi]
Johannes Rühle, Erik Rodner, Joachim Denzler:
Beyond Thinking in Common Categories: Predicting Obstacle Vulnerability using Large Random Codebooks.
Machine Vision Applications (MVA). Pages 198-201. 2015.
[bibtex] [pdf] [web] [abstract]
Jonas Jäger, Marcel Simon, Joachim Denzler, Viviane Wolff, Klaus Fricke-Neuderth, Claudia Kruschel:
Croatian Fish Dataset: Fine-grained classification of fish species in their natural habitat.
BMVC Workshop on Machine Vision of Animals and their Behaviour (BMVC-WS). 2015.
[bibtex] [pdf] [web]
Manuel Amthor, Bernd Hartmann, Joachim Denzler:
Road Condition Estimation based on Spatio-Temporal Reflection Models.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 3-15. 2015.
[bibtex] [pdf] [abstract]
Marcel Simon, Erik Rodner, Joachim Denzler:
Fine-grained Classification of Identity Document Types with Only One Example.
Machine Vision Applications (MVA). Pages 126-129. 2015.
[bibtex] [pdf] [web] [abstract]
Marco Körner, Mahesh Venkata Krishna, Herbert Süße, Wolfgang Ortmann, Joachim Denzler:
Regularized Geometric Hulls for Bio-medical Image Segmentation.
Annals of the BMVA. pp. 1-12. 2015.
[bibtex] [pdf] [abstract]
Paul Bodesheim, Alexander Freytag, Erik Rodner, Joachim Denzler:
Local Novelty Detection in Multi-class Recognition Problems.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 813-820. 2015.
[bibtex] [pdf] [web] [doi] [supplementary] [abstract]
Thomas Wenzel, Steffen Brueggert, Joachim Denzler:
Additional Traffic Sign Detection: A Comparative Study.
IEEE International Conference on Intelligent Transportation Systems (ITSC). Pages 794-799. 2015.
[bibtex] [pdf] [doi] [abstract]
2014
Alexander Freytag, Erik Rodner, Joachim Denzler:
Birds of a Feather Flock Together - Local Learning of Mid-level Representations for Fine-grained Recognition.
ECCV Workshop on Parts and Attributes (ECCV-WS). 2014.
[bibtex] [pdf] [web] [code] [presentation]
Alexander Freytag, Erik Rodner, Joachim Denzler:
Selecting Influential Examples: Active Learning with Expected Model Output Changes.
European Conference on Computer Vision (ECCV). Pages 562-577. 2014.
[bibtex] [pdf] [presentation] [supplementary] [abstract]
Alexander Freytag, Erik Rodner, Trevor Darrell, Joachim Denzler:
Exemplar-specific Patch Features for Fine-grained Recognition.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 144-156. 2014.
[bibtex] [pdf] [code] [supplementary] [abstract]
Alexander Freytag, Johannes Rühle, Paul Bodesheim, Erik Rodner, Joachim Denzler:
Seeing through bag-of-visual-word glasses: towards understanding quantization effects in feature extraction methods.
ICPR Workshop on Features and Structures (FEAST): Extended Abstract + Poster Presentation. 2014. Best Poster Award
[bibtex] [pdf] [code] [presentation]
Alexander Freytag, Johannes Rühle, Paul Bodesheim, Erik Rodner, Joachim Denzler:
Seeing through bag-of-visual-word glasses: towards understanding quantization effects in feature extraction methods.
2014. Technical Report TR-FSU-INF-CV-2014-01
[bibtex] [pdf] [code] [abstract]
Ali Al-Raziqi, Mahesh Venkata Krishna, Joachim Denzler:
Detection of Object Interactions in Video Sequences.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 156-161. 2014.
[bibtex] [pdf] [web] [abstract]
Björn Barz, Erik Rodner, Joachim Denzler:
ARTOS -- Adaptive Real-Time Object Detection System.
arXiv preprint arXiv:1407.2721. 2014.
[bibtex] [pdf] [web] [code] [abstract]
C. Beckstein, S. Böcker, M. Bogdan, H. Bruelheide H. M. Bücker, Joachim Denzler, P. Dittrich, I. Grosse, A. Hinneburg, B. König-Ries, F. Löffler, M. Marz, M. Müller-Hannemann, M. Winter, W. Zimmermann:
Explorative Analysis of Heterogeneous, Unstructured, and Uncertain Data: A Computer Science Perspective on Biodiversity Research.
International Conference on Data Management Technologies and Applications (DATA). Pages 251-257. 2014.
[bibtex] [abstract]
Christoph Göring, Erik Rodner, Alexander Freytag, Joachim Denzler:
Nonparametric Part Transfer for Fine-grained Recognition.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 2489-2496. 2014.
[bibtex] [pdf] [web] [code] [presentation] [abstract]
Daniel Haase, Erik Rodner, Joachim Denzler:
Instance-weighted Transfer Learning of Active Appearance Models.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 1426-1433. 2014.
[bibtex] [pdf] [abstract]
Daniel Haase, John A. Nyakatura, Joachim Denzler:
Comparative Large-Scale Evaluation of Human and Active Appearance Model Based Tracking Performance of Anatomical Landmarks in X-ray Locomotion Sequences.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 24 (1) : pp. 86-92. 2014.
[bibtex] [web] [abstract]
Johannes Rühle, Maxim Arbitmann, Joachim Denzler:
Vulnerability Classification of Generic Object Hypotheses using a Visual Words Approach.
FISITA World Automotive Congress (FISITA). Pages 1-5. 2014. F2014-AST-045
[bibtex] [abstract]
Mahesh Venkata Krishna, Joachim Denzler:
A Combination of Generative and Discriminative Models for Fast Unsupervised Activity Recognition from Traffic Scene Videos.
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 640-645. 2014.
[bibtex] [pdf] [web] [abstract]
Mahesh Venkata Krishna, Joachim Denzler:
A Hierarchical Bayesian Approach for Unsupervised Cell Phenotype Clustering.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 69-80. 2014.
[bibtex] [pdf] [abstract]
Mahesh Venkata Krishna, Paul Bodesheim, Marco Körner, Joachim Denzler:
Temporal Video Segmentation by Event Detection: A Novelty Detection Approach.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 24 (2) : pp. 243-255. 2014.
[bibtex] [pdf] [web] [doi] [abstract]
Manuel Amthor, Daniel Haase, Joachim Denzler:
Robust Pictorial Structures for X-ray Animal Skeleton Tracking.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 351-359. 2014.
[bibtex] [pdf] [abstract]
Marcel Brückner, Ferid Bajramovic, Joachim Denzler:
Intrinsic and extrinsic active self-calibration of multi-camera systems.
Mach. Vis. Appl.. 25 (2) : pp. 389-403. 2014.
[bibtex] [web] [doi]
Marcel Simon, Erik Rodner, Joachim Denzler:
Part Detector Discovery in Deep Convolutional Neural Networks.
Asian Conference on Computer Vision (ACCV). Pages 162-177. 2014.
[bibtex] [pdf] [code] [abstract]
Marcel Simon, Erik Rodner, Joachim Denzler:
Part Localization by Exploiting Deep Convolutional Networks.
ECCV Workshop on Parts and Attributes (ECCV-WS). 2014.
[bibtex] [pdf] [web]
Marco Körner, Mahesh Venkata Krishna, Herbert Süße, Wolfgang Ortmann, Joachim Denzler:
Regularized Geometric Hulls for Robust Cell Nucleus Segmentation from Microscopy Images.
Conference in Medical Image Understanding and Analysis (MIUA). Pages 117-122. 2014.
[bibtex] [pdf]
Seyed Ali Amirshahi, Gregor Uwe Hayn-Leichsenring, Joachim Denzler, Christoph Redies:
Evaluating the rule of thirds in photographs and paintings.
Art and Perception. 2014.
[bibtex]
Seyed Ali Amirshahi, Gregor Uwe Hayn-Leichsenring, Joachim Denzler, Christoph Redies:
JenAesthetics Subjective Dataset: Analyzing Paintings by Subjective Scores.
ECCV Workshop on Computer Vision for Art Analysis (ECCV-WS). 2014.
[bibtex]
Sven Sickert, Erik Rodner, Joachim Denzler:
Semantic Volume Segmentation with Iterative Context Integration.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 220-225. 2014.
[bibtex] [pdf] [web] [abstract]
Xiaoyan Jiang, Marco Körner, Daniel Haase, Joachim Denzler:
A Graph-based MAP Solution for Multi-Person Tracking Using Multi-Camera Systems.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 343-350. 2014.
[bibtex] [web]
2013
Alexander Freytag, Erik Rodner, Paul Bodesheim, Joachim Denzler:
Labeling examples that matter: Relevance-Based Active Learning with Gaussian Processes.
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 282-291. 2013.
[bibtex] [pdf] [web] [doi] [code] [supplementary] [abstract]
Alexander Lütz, Erik Rodner, Joachim Denzler:
I Want To Know More: Efficient Multi-Class Incremental Learning Using Gaussian Processes.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 23 (3) : pp. 402-407. 2013.
[bibtex] [pdf]
Andreas Breitbarth, Peter Kühmstedt, Gunther Notni, Joachim Denzler:
Lighting estimation in fringe images during motion compensation for 3D measurements.
Videometrics, Range Imaging, and Applications XII; and Automated Visual Inspection. Pages 87910P:1-9. 2013.
[bibtex] [pdf] [web] [abstract]
Björn Fröhlich, Eric Bach, Irene Walde, Sören Hese, Christiane Schmullius, Joachim Denzler:
Land cover classification of satellite images using contextual information.
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Pages 1-6. 2013.
[bibtex] [pdf]
Björn Fröhlich, Erik Rodner, Michael Kemmler, Joachim Denzler:
Large-Scale Gaussian Process Multi-Class Classification for Semantic Segmentation and Facade Recognition.
Machine Vision and Applications. 24 (5) : pp. 1043-1053. 2013.
[bibtex] [pdf]
Carsten Schmidt, Christian Lautenschläger, Herbert Süße, Joachim Denzler, Andreas Stallmach:
Mo1635 Development of an Innovative Algorithm for an Advanced Analysis of Vascular Structures: a Pilot Study Using Confocal LASER Endomicroscopy in Patients With Acute Portal Vein Thrombosis, Severe Sepsis and Healthy Controls.
Gastrointestinal Endoscopy. 77 (5) : pp. AB453. 2013.
[bibtex] [web]
Christoph Göring, Alexander Freytag, Erik Rodner, Joachim Denzler:
Fine-grained Categorization - Short Summary of our Entry for the ImageNet Challenge 2012.
arXiv preprint arXiv:1310.4759. 2013.
[bibtex] [pdf] [web]
Cornelia Lanz, Birant Sibel Olgay, Joachim Denzler, Horst-Michael Gross:
Automated Classification of Therapeutic Face Exercises using the Kinect..
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 556-565. 2013. Best Paper Award
[bibtex]
Daniel Haase, Emanuel Andrada, John A. Nyakatura, Brandon M. Kilbourne, Joachim Denzler:
Automated Approximation of Center of Mass Position in X-ray Sequences of Animal Locomotion.
Journal of Biomechanics. 46 (12) : pp. 2082-2086. 2013.
[bibtex]
Daniel Haase, Joachim Denzler:
2D and 3D Analysis of Animal Locomotion from Biplanar X-ray Videos Using Augmented Active Appearance Models.
EURASIP Journal on Image and Video Processing. 45 : pp. 1-13. 2013.
[bibtex] [pdf]
Daniel Haase, Michael Kemmler, Orlando Guntinas-Lichius, Joachim Denzler:
Efficient Measuring of Facial Action Unit Activation Intensities using Active Appearance Models.
Machine Vision Applications (MVA). Pages 141-144. 2013.
[bibtex] [pdf]
Eric Bach, Björn Fröhlich, Irene Walde, Sören Hese, Christiane Schmullius, Joachim Denzler:
Landbedeckungsklassifikation von Satellitenaufnahmen unter Verwendung von Kontextinformation mit minimaler menschlicher Interaktion.
Band 22 der Jahrestagung der Deutschen Gesellschaft für Photogrammetrie. 2013.
[bibtex] [pdf]
Esther-Sabrina Wacker, Joachim Denzler:
Enhanced Anomaly Detection in Wire Ropes by Combining Structure and Appearance.
Pattern Recognition Letters. 34 (8) : pp. 942-953. 2013.
[bibtex] [pdf]
Herbert Süße, Wolfgang Ortmann, Christian Lautenschläger, Marco Körner, Carsten Schmidt, Andreas Stallmach, Joachim Denzler:
Oriented Differences of Boxes Operators for Blood Vessel Segmentation and Analysis in Confocal Laser Endomicroscopy Images with minimal User Interaction.
Annual Conference in Medical Image Understanding and Analysis (MIUA). Pages 155-160. 2013.
[bibtex] [pdf]
Joachim Denzler, Erik Rodner, Paul Bodesheim, Alexander Freytag:
Beyond the closed-world assumption: The importance of novelty detection and open set recognition.
GCPR/DAGM Workshop on Unsolved Problems in Pattern Recognition and Computer Vision (GCPR-WS): Extended Abstract + Oral Presentation. 2013.
[bibtex] [pdf] [web]
Julia Braun, Seyed Ali Amirshahi, Joachim Denzler, Christoph Redies:
Statistical image properties of print advertisements, visual artworks and images of architecture.
Frontiers in Psychology. 4 : pp. 808. 2013.
[bibtex]
Mahesh Venkata Krishna, Marco Körner, Joachim Denzler:
Hierarchical Dirichlet Processes for unsupervised online multi-view action perception using Temporal Self-Similarity features.
Seventh International Conference on Distributed Smart Cameras (ICDSC). Pages 1-6. 2013.
[bibtex] [pdf] [web] [doi] [abstract]
Mahesh Venkata Krishna, Paul Bodesheim, Joachim Denzler:
Video Segmentation by Event Detection: A Novel One-class Classification Approach.
4th International Workshop on Image Mining. Theory and Applications (IMTA-4). 2013.
[bibtex] [pdf] [abstract]
Marco Körner, Joachim Denzler:
JAR-Aibo: A Multi-View Dataset for Evaluation of Model-Free Action Recognition Systems.
New Trends in Image Analysis and Processing ICIAP 2013. Pages 527-535. 2013.
[bibtex] [pdf]
Marco Körner, Joachim Denzler:
Temporal Self-Similarity for Appearance-Based Action Recognition in Multi-View Setups.
Computer Analysis of Images and Patterns. Pages 163-171. 2013.
[bibtex] [pdf]
Michael Kemmler, Björn Fröhlich, Erik Rodner, Joachim Denzler:
Segmentation of Microorganism in Complex Environments.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 23 (4) : pp. 512-517. 2013.
[bibtex] [pdf]
Michael Kemmler, Erik Rodner, Esther-Sabrina Wacker, Joachim Denzler:
One-class Classification with Gaussian Processes.
Pattern Recognition. 46 (12) : pp. 3507-3518. 2013.
[bibtex] [pdf] [doi]
Michael Kemmler, Erik Rodner, Petra R\"osch, J\"urgen Popp, Joachim Denzler:
Automatic Identification of Novel Bacteria using Raman Spectroscopy and Gaussian Processes.
Analytica Chimica Acta. 794 : pp. 29-37. 2013.
[bibtex] [pdf] [web] [supplementary]
Paul Bodesheim, Alexander Freytag, Erik Rodner, Joachim Denzler:
An Efficient Approximation for Gaussian Process Regression.
2013. Technical Report TR-FSU-INF-CV-2013-01
[bibtex] [pdf]
Paul Bodesheim, Alexander Freytag, Erik Rodner, Joachim Denzler:
Approximations of Gaussian Process Uncertainties for Visual Recognition Problems.
Scandinavian Conference on Image Analysis (SCIA). Pages 182-194. 2013.
[bibtex] [pdf] [web] [doi] [abstract]
Paul Bodesheim, Alexander Freytag, Erik Rodner, Michael Kemmler, Joachim Denzler:
Kernel Null Space Methods for Novelty Detection.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 3374-3381. 2013.
[bibtex] [pdf] [web] [doi] [code] [presentation] [abstract]
Seyed Ali Amirshahi, Christoph Redies, Joachim Denzler:
How self-similar are artworks at different levels of spatial resolution?.
Computational Aesthetics. 2013.
[bibtex]
Seyed Ali Amirshahi, Gregor Uwe Hayn-Leichsenring, Joachim Denzler, Christoph Redies:
Color: A Crucial Factor for Aesthetic Quality Assessment in a Subjective Database of Paintings.
Congress of the International Colour Association (AIC). 2013.
[bibtex]
Seyed Ali Amirshahi, Joachim Denzler, Christoph Redies:
JenAesthetics-a public dataset of paintings for aesthetic research.
2013. Technical Report
[bibtex]
Tamara Melmer, Seyed Ali Amirshahi, Michael Koch, Joachim Denzler, Christoph Redies:
From regular text to artistic writing and artworks: Fourier statistics of images with low and high aesthetic appeal.
Frontiers in Human Neuroscience. 7 (00106) : 2013.
[bibtex] [abstract]
Xiaoyan Jiang, Daniel Haase, Marco Körner, Wolfgang Bothe, Joachim Denzler:
Accurate 3D Multi-Marker Tracking in X-ray Cardiac Sequences Using a Two-Stage Graph Modeling Approach.
Computer Analysis of Images and Patterns. Pages 117-125. 2013.
[bibtex] [pdf]
2012
Alexander Freytag, Björn Fröhlich, Erik Rodner, Joachim Denzler:
Efficient Semantic Segmentation with Gaussian Processes and Histogram Intersection Kernels.
International Conference on Pattern Recognition (ICPR). Pages 3313-3316. 2012.
[bibtex] [pdf]
Alexander Freytag, Erik Rodner, Paul Bodesheim, Joachim Denzler:
Beyond Classification - Large-scale Gaussian Process Inference and Uncertainty Prediction.
Big Data Meets Computer Vision: First International Workshop on Large Scale Visual Recognition and Retrieval (NIPS-WS). 2012. This workshop article is a short version of our ACCV 2012 paper.
[bibtex] [pdf] [abstract]
Alexander Freytag, Erik Rodner, Paul Bodesheim, Joachim Denzler:
Rapid Uncertainty Computation with Gaussian Processes and Histogram Intersection Kernels.
Asian Conference on Computer Vision (ACCV). Pages 511-524. 2012. Best Paper Honorable Mention Award
[bibtex] [pdf] [web] [doi] [presentation] [abstract]
Andreas Breitbarth, Peter Kühmstedt, Gunther Notni, Joachim Denzler:
Motion compensation for three-dimensional measurements of macroscopic objects using fringe projection.
Videometrics, Range Imaging, and Applications XII; and Automated Visual Inspection. 2012.
[bibtex] [pdf] [doi]
Björn Fröhlich, Erik Rodner, Joachim Denzler:
As Time Goes By: Anytime Semantic Segmentation with Iterative Context Forests.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 1-10. 2012.
[bibtex] [pdf]
Björn Fröhlich, Erik Rodner, Joachim Denzler:
Semantic Segmentation with Millions of Features: Integrating Multiple Cues in a Combined Random Forest Approach.
Asian Conference on Computer Vision (ACCV). Pages 218-231. 2012.
[bibtex] [pdf]
Björn Fröhlich, Erik Rodner, Michael Kemmler, Joachim Denzler:
Large-Scale Gaussian Process Classification using Random Decision Forests.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 22 (1) : pp. 113-120. 2012.
[bibtex] [pdf]
Carsten Schmidt, Christian Lautenschläger, Herbert Süsse, Joachim Denzler, Andreas Stallmach:
Entwicklung eines neuen Gefäßdetektionsalgorithmus unter Verwendung der konfokale Laserendoskopie zur Erfassung der mukosalen Mikrozirkulation: Eine Pilotstudie an Patienten mit akuter Pfortaderthrombose, schwerer Sepsis und gesunden Kontrollen.
Zeitschrift für Gastroenterologie. 50 (8) : pp. 277. 2012.
[bibtex] [web]
Christoph Göring, Björn Fröhlich, Joachim Denzler:
Semantic Segmentation using GrabCut.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 597-602. 2012.
[bibtex] [pdf]
Christoph Redies, Seyed Ali Amirshahi, Michael Koch, Joachim Denzler:
PHOG-Derived Aesthetic Measures Applied to Color Photographs of Artworks, Natural Scenes and Objects.
European Conference on Computer Vision (ECCV) VISART workshop. 2012.
[bibtex]
Erik Rodner, Alexander Freytag, Paul Bodesheim, Joachim Denzler:
Large-Scale Gaussian Process Classification with Flexible Adaptive Histogram Kernels.
European Conference on Computer Vision (ECCV). Pages 85-98. 2012.
[bibtex] [pdf] [web] [doi] [supplementary] [abstract]
Manuel Amthor, Daniel Haase, Joachim Denzler:
Fast and Robust Landmark Tracking in X-ray Locomotion Sequences Containing Severe Occlusions.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 15-22. 2012.
[bibtex] [abstract]
Marco Körner, Daniel Haase, Joachim Denzler:
Scale-Independent Spatio-Temporal Statistical Shape Representations for 3d Human Action Recognition.
International Conference on Pattern Recognition and Methods (ICPRAM). Pages 288-294. 2012.
[bibtex] [pdf]
Marco Körner, Joachim Denzler:
Analyzing the Subspaces Obtained by Dimensionality Reduction for Human Action Recognition from 3d Data.
IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS). Pages 130-135. 2012.
[bibtex] [pdf]
Michael Bredereck, Xiaoyan Jiang, Marco Körner, Joachim Denzler:
Data Association for Multi-Object Tracking-by-Detection in Multi-Camera Networks.
ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC). 2012.
[bibtex] [pdf]
Michael Kemmler, Joachim Denzler:
Finding Discriminative Features for Raman Spectroscopy.
International Conference on Pattern Recognition. Pages 1823-1826. 2012.
[bibtex] [pdf]
Michael Kemmler, Joachim Denzler:
Selection of Relevant Features for Raman Spectroscopy.
2012. Technical Report
[bibtex] [pdf]
Olaf Kähler, Joachim Denzler:
Tracking and Reconstruction in a Combined Optimization Approach.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 34 : pp. 387-401. 2012.
[bibtex]
Paul Bodesheim, Erik Rodner, Alexander Freytag, Joachim Denzler:
Divergence-Based One-Class Classification Using Gaussian Processes.
British Machine Vision Conference (BMVC). Pages 50.1-50.11. 2012.
[bibtex] [pdf] [web] [doi] [presentation] [abstract]
Seyed Ali Amirshahi, Christoph Redies, Joachim Denzler:
Assessment of the Rule of Thirds in Photographs Taken by Amateurs.
Visual Science of Art Conference (VSAC). 2012.
[bibtex]
Seyed Ali Amirshahi, Michael Koch, Joachim Denzler, Christoph Redies:
PHOG Analysis of Self-Similarity in Aesthetic Images.
Human Vision and Electronic Imaging XVII. 2012.
[bibtex] [doi]
Xiaoyan Jiang, Erik Rodner, Joachim Denzler:
Multi-Person Tracking-by-Detection based on Calibrated Multi-Camera Systems.
International Conference on Computer Vision and Graphics. Pages 743-751. 2012.
[bibtex] [pdf]
2011
Alexander Lütz, Erik Rodner, Joachim Denzler:
Efficient Multi-Class Incremental Learning Using Gaussian Processes.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 182-185. 2011.
[bibtex] [pdf] [abstract]
Björn Fröhlich, Erik Rodner, Michael Kemmler, Joachim Denzler:
Efficient Gaussian process classification using random decision forests.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 21 : pp. 184-187. 2011. 10.1134/S1054661811020337
[bibtex] [pdf]
Daniel Haase, Joachim Denzler:
Anatomical Landmark Tracking for the Analysis of Animal Locomotion in X-ray Videos Using Active Appearance Models.
Scandinavian Conference on Image Analysis (SCIA). Pages 604-615. 2011.
[bibtex] [pdf] [abstract]
Daniel Haase, Joachim Denzler:
Comparative Evaluation of Human and Active Appearance Model Based Tracking Performance of Anatomical Landmarks in Locomotion Analysis.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 96-99. 2011.
[bibtex] [pdf]
Daniel Haase, John A. Nyakatura, Joachim Denzler:
Multi-view Active Appearance Models for the X-ray Based Analysis of Avian Bipedal Locomotion.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 11-20. 2011.
[bibtex] [pdf] [abstract]
Erik Rodner, Esther-Sabrina Wacker, Michael Kemmler, Joachim Denzler:
One-Class Classification for Anomaly Detection in Wire Ropes with Gaussian Processes in a Few Lines of Code.
Machine Vision Applications (MVA). Pages 219-222. 2011.
[bibtex] [pdf]
Erik Rodner, Joachim Denzler:
Learning with Few Examples for Binary and Multiclass Classification Using Regularization of Randomized Trees.
Pattern Recognition Letters. 32 (2) : pp. 244-251. 2011.
[bibtex] [pdf]
Esther-Sabrina Wacker, Joachim Denzler:
Combining structure and appearance for anomaly detection in wire ropes.
International Conference on Computer Analysis of Images and Patterns (CAIP). Pages 163-170. 2011.
[bibtex] [pdf] [abstract]
Ferid Bajramovic, Marcel Brückner, Joachim Denzler:
An Efficient Shortest Triangle Paths Algorithm Applied to Multi-Camera Self-Calibration.
Journal of Mathematical Imaging and Vision (JMIV). pp. 1-14. 2011.
[bibtex]
Jörn Schmidt, Marcel Brückner, Joachim Denzler:
Extrinsic Self-Calibration of Time-of-Flight Cameras using a Combination of 3D and Intensity Descriptors.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 269-276. 2011.
[bibtex]
M. Blickhan, J.M. Kaufmann, Joachim Denzler, S.R. Schweinberger, Christoph Redies:
1/fp Characteristics of the Fourier power spectrum affects ERP correlates of face learning and recognition.
Biological Psychology. 88 (2-3) : pp. 204-214. 2011.
[bibtex]
Marcel Brückner, Ferid Bajramovic, Joachim Denzler:
Self-Calibration of Camera Networks: Active and Passive Methods.
2011.
[bibtex]
Marcel Brückner, Joachim Denzler:
Exploiting the Manhattan-world Assumption for Extrinsic Self-calibration of Multi-modal Sensor Networks.
International Conference on Computer Vision (ICCV). Pages 945-950. 2011.
[bibtex] [pdf]
Marco Körner, Herbert Süße, Wolfgang Ortmann, Joachim Denzler:
A Method for Fast Composing of Images Captured from Deformed Documents by a Quadocular Scanner Setup.
Machine Vision Applications (MVA). Pages 291-294. 2011.
[bibtex] [pdf]
Michael Kemmler, Björn Fröhlich, Erik Rodner, Joachim Denzler:
Detection of Microorganisms in Complex Microscopy Images.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 115-118. 2011.
[bibtex] [pdf]
2010
Björn Fröhlich, Erik Rodner, Joachim Denzler:
A Fast Approach for Pixelwise Labeling of Facade Images.
International Conference on Pattern Recognition (ICPR). Pages 3029-3032. 2010.
[bibtex] [pdf]
Björn Fröhlich, Erik Rodner, Michael Kemmler, Joachim Denzler:
Efficient Gaussian Process Classification using Random Decision Forests.
International Conference on Pattern Recognition and Image Analysis (PRIA), St. Petersburg, Russia. Pages 93-96. 2010.
[bibtex] [pdf]
Björn Fröhlich, Joachim Denzler:
Semantic Segmentation Algorithms for Aerial Image Analysis and Classification.
One Day BMVA Symposium at the British Computer Society on Aerial Image Analysis and Classification. 2010.
[bibtex] [pdf]
Christoph Munkelt, Andreas Breitbarth, Gunther Notni, Joachim Denzler:
Multi-View Planning for Simultaneous Coverage and Accuracy Optimisation.
British Machine Vision Conference (BMVC). Pages 118.1-118.11. 2010. doi:10.5244/C.24.118
[bibtex] [pdf]
Daniel Haase, Esther-Sabrina Wacker, Ernst Günter Schukat-Talamazzini, Joachim Denzler:
Analysis of Structural Dependencies for the Automatic Visual Inspection of Wire Ropes.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 49-56. 2010.
[bibtex] [pdf] [abstract]
Erik Rodner, Doaa Hegazy, Joachim Denzler:
Multiple Kernel Gaussian Process Classification for Generic 3D Object Recognition From Time-of-Flight Images.
International Conference on Image and Vision Computing. Pages 1-8. 2010.
[bibtex] [pdf] [web]
Erik Rodner, Joachim Denzler:
One-Shot Learning of Object Categories using Dependent Gaussian Processes.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 232-241. 2010.
[bibtex] [pdf]
Esther-Sabrina Platzer, Herbert Süße, Josef Nägele, Karl-Heinz Wehking, Joachim Denzler:
On the Suitability of Different Features for Anomaly Detection in Wire Ropes.
Computer Vision, Imaging and Computer Graphics: Theory and Applications. Pages 296-308. 2010.
[bibtex] [pdf] [abstract]
Esther-Sabrina Wacker, Joachim Denzler:
An Analysis-by-Synthesis Approach to Rope Condition Monitoring.
International Symposium on Visual Computing (ISVC). Pages 459-468. 2010.
[bibtex] [pdf] [abstract]
Marcel Brückner, Joachim Denzler:
Active Self-calibration of Multi-camera Systems.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 31-40. 2010.
[bibtex] [pdf]
Michael Kemmler, Erik Rodner, Joachim Denzler:
One-Class Classification with Gaussian Processes.
Asian Conference on Computer Vision (ACCV). Pages 489-500. 2010.
[bibtex] [pdf] [presentation]
Michael Kemmler, Joachim Denzler:
Selection of Relevant Features for Raman Spectroscopy Using Supervised Classification Techniques.
Chemometrics in Analytical Chemistry (CAC). 2010.
[bibtex] [pdf]
Michael Kemmler, Joachim Denzler, Petra Rösch, Jürgen Popp:
Classification of Microorganisms via Raman Spectroscopy Using Gaussian Processes.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 81-90. 2010.
[bibtex] [pdf]
Michael Koch, Joachim Denzler, Christoph Redies:
1/f^2 Characteristics and Isotropy in the Fourier Power Spectra of Visual Art, Cartoons, Comics, Mangas, and Different Categories of Photographs.
PLoS ONE. 5 (8) : pp. e12268. 2010.
[bibtex] [abstract]
Michael Trummer, Christoph Munkelt, Joachim Denzler:
Online Next-Best-View Planning for Accuracy Optimization Using an Extended E-Criterion.
IAPR International Conference on Pattern Recognition (ICPR). 2010.
[bibtex] [pdf]
2009
Christoph Munkelt, Michael Trummer, Peter Kuehmstedt, Gunther Notni, Joachim Denzler:
View Planning for 3D Reconstruction Using Time-of-Flight Camera Data.
Symposium of the German Association for Pattern Recognition (DAGM). 2009.
[bibtex]
Doaa Hegazy, Joachim Denzler:
Combining Appearance and Range Based Information For Multi-Class Generic Object Recognition.
Iberoamerican Congress on Pattern Recognition (CIARP). 2009.
[bibtex]
Doaa Hegazy, Joachim Denzler:
Generic 3D Object Recognition From Time-of-Flight Images Using Boosted Combined Shape Features.
International Conference on Computer Vision Theory and Applications (VISAPP). 2009.
[bibtex] [pdf]
Erik Rodner, Joachim Denzler:
Learning with Few Examples by Transferring Feature Relevance.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 252-261. 2009.
[bibtex] [pdf]
Erik Rodner, Joachim Denzler:
Randomized Probabilistic Latent Semantic Analysis for Scene Recognition.
Iberoamerican Congress on Pattern Recognition (CIARP). Pages 945-953. 2009.
[bibtex] [pdf]
Esther-Sabrina Platzer, Joachim Denzler, Herbert Süße, Josef Nägele, Karl-Heinz Wehking:
Robustness of Different Features for One-class Classification and Anomaly Detection in Wire Ropes.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 171-178. 2009.
[bibtex] [pdf]
Esther-Sabrina Platzer, Josef Nägele, Karl-Heinz Wehking, Joachim Denzler:
HMM-based Defect Localization in Wire Ropes - A new Approach to Unusual Subsequence Recognition.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 442-451. 2009.
[bibtex] [pdf] [abstract]
Ferid Bajramovic, Joachim Denzler:
Experimentelle Auswertung von Unsicherheitsmaßen auf relativen Posen für die Multikamerakalibrierung.
Publikationen der Deutschen Gesellschaft für Photogrammetrie und Fernerkundung (DGPF), 29. Tagung, Jena 2009. Pages 119-126. 2009.
[bibtex] [pdf]
Ferid Bajramovic, Marcel Brückner, Joachim Denzler:
Using Common Field of View Detection for Multi Camera Calibration.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 113-120. 2009.
[bibtex] [pdf]
Ferid Bajramovic, Michael Koch, Joachim Denzler:
Experimental Comparison of Wide Baseline Correspondence Algorithms for Multi Camera Calibration.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 458-463. 2009.
[bibtex] [pdf]
Frank Deinzer, Christian Derichs, Joachim Denzler, Heinrich Niemann:
A Framework for Actively Selecting Viewpoints in Object Recognition.
International Journal of Pattern Recognition and Artificial Intelligence. 23 (4) : pp. 765-799. 2009. World Scientific Publishing
[bibtex] [pdf]
Marcel Brückner, Ferid Bajramovic, Joachim Denzler:
Geometric and Probabilistic Image Dissimilarity Measures for Common Field of View Detection.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Pages 2052-2057. 2009.
[bibtex] [pdf]
Marcel Brückner, Frank Deinzer, Joachim Denzler:
Temporal Estimation of the 3d Guide-Wire Position using 2d X-ray Images.
Medical Image Computing and Computer-Assisted Intervention (MICCAI). Pages 386-393. 2009.
[bibtex] [pdf]
Martin Rapus, Stefan Munder, Gregory Baratoff, Joachim Denzler:
Pedestrian Detection by Probabilistic Component Assembly.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 91-100. 2009.
[bibtex] [pdf]
Michael Kemmler, Erik Rodner, Joachim Denzler:
Global Context Extraction for Object Recognition Using a Combination of Range and Visual Features.
Dynamic 3D Imaging Workshop. Pages 96-109. 2009.
[bibtex] [pdf]
Michael Koch, Joachim Denzler, Christoph Redies:
Principal component analysis of fourier transforms discriminates visual art from other image categories.
ECVP Abstract Supplement. Pages 49. 2009.
[bibtex] [abstract]
Michael Trummer, Christoph Munkelt, Joachim Denzler:
Combined GKLT Feature Tracking and Reconstruction for Next Best View Planning.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 161-170. 2009.
[bibtex] [pdf]
Michael Trummer, Christoph Munkelt, Joachim Denzler:
Extending GKLT Tracking: Feature Tracking for Controlled Environments with Integrated Uncertainty Estimation.
IAPR Scandinavian Conference on Image Analysis (SCIA). Pages 460-469. 2009.
[bibtex] [pdf]
Michael Trummer, Herbert Süße, Joachim Denzler:
Coarse Registration of 3D Surface Triangulations Based on Moment Invariants with Applications to Object Alignment and Identification.
IEEE International Conference on Computer Vision (ICCV). pp. 1273-1279. 2009.
[bibtex] [pdf]
Michael Trummer, Joachim Denzler, Christoph Munkelt:
Guided KLT Tracking Using Camera Parameters in Consideration of Uncertainty.
VISIGRAPP 2008. Pages 252-261. 2009.
[bibtex]
2008
Doaa Hegazy, Joachim Denzler:
Boosting Colored Local Features For Generic Object Recognition.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 18 (2) : pp. 323-327. 2008.
[bibtex]
Doaa Hegazy, Joachim Denzler:
Generic Object Recognition using Boosted Combined Features.
Robot Vision. 4931 : pp. 355-366. 2008.
[bibtex]
Doaa Hegazy, Joachim Denzler:
Performance Comparison and Evaluation of AdaBoost and SoftBoost Algorithms on Generic Object Recognition.
International Conference on Machine Learning and Pattern Recognition (MLPR). Pages 70-74. 2008.
[bibtex] [pdf]
Erik Rodner, Herbert Süße, Wolfgang Ortmann, Joachim Denzler:
Difference of Boxes Filters Revisited: Shadow Suppression and Efficient Character Segmentation.
IAPR Workshop on Document Analysis Systems. Pages 263-269. 2008.
[bibtex] [pdf] [presentation] [abstract]
Erik Rodner, Joachim Denzler:
Learning with Few Examples using a Constrained Gaussian Prior on Randomized Trees.
Vision, Modelling, and Visualization Workshop (VMV). Pages 159-168. 2008.
[bibtex] [pdf]
Esther-Sabrina Platzer, Frank Deinzer, Dietrich Paulus, Joachim Denzler:
3D Blood Flow Reconstruction from 2D Angiograms.
Bildverarbeitung für die Medizin 2008 - Algorithmen, Systeme, Anwendungen. Pages 288-292. 2008.
[bibtex] [pdf] [abstract]
Esther-Sabrina Platzer, Joachim Denzler, Herbert Süße, Josef Nägele, Karl-Heinz Wehking:
Challenging Anomaly Detection in Wire Ropes Using Linear Prediction Combined with One-class Classification.
International Fall Workshop on Vision, Modelling, and Visualization (VMV). Pages 343-352. 2008.
[bibtex] [pdf] [abstract]
Ferid Bajramovic, Benjamin Deutsch, Christoph Gräßl, Joachim Denzler:
Efficient Adaptive Combination of Histograms for Real-Time Tracking.
EURASIP Journal on Image and Video Processing, special issue Video Tracking in Complex Scenes for Surveillance Applications. 2008 : pp. 1-11. 2008.
[bibtex] [pdf]
Ferid Bajramovic, Joachim Denzler:
An Efficient Shortest Triangle Paths Algorithm for Uncertainty-based Multi Camera Calibration.
Workshop on Omnidirectional Vision (OMNIVIS). 2008.
[bibtex]
Ferid Bajramovic, Joachim Denzler:
Global Uncertainty-based Selection of Relative Poses for Multi Camera Calibration.
British Machine Vision Conference (BMVC). Pages 745-754. 2008.
[bibtex] [pdf]
Marcel Brückner, Ferid Bajramovic, Joachim Denzler:
Experimental Evaluation of Relative Pose Estimation Algorithms.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 431-438. 2008.
[bibtex] [pdf]
Martin Rapus, Stefan Munder, Gregory Baratoff, Joachim Denzler:
Pedestrian Recognition Using Combined Low-Resolution Depth and Intensity Images.
IEEE Intelligent Vehicles Symposium. Pages 632-636. 2008.
[bibtex] [pdf] [abstract]
Michael Trummer, Joachim Denzler, Christoph Munkelt:
KLT Tracking Using Intrinsic and Extrinsic Camera Parameters in Consideration of Uncertainty.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 346-351. 2008.
[bibtex] [pdf]
Olaf Kähler, Erik Rodner, Joachim Denzler:
On Fusion of Range and Intensity Information Using Graph-Cut for Planar Patch Segmentation.
International Journal of Intelligent Systems Technologies and Applications. 5 (3/4) : pp. 365-373. 2008.
[bibtex] [pdf] [abstract]
Olaf Kähler, Joachim Denzler:
Implicit Feedback between Reconstruction and Tracking in a Combined Optimization Approach.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 274-283. 2008.
[bibtex] [abstract]
Olaf Kähler, Joachim Denzler:
Robust Real-Time SFM in a Combined Formulation of Tracking and Reconstruction.
International Fall Workshop Vision, Modelling, and Visualization (VMV). Pages 283-292. 2008.
[bibtex] [abstract]
2007
Christoph Munkelt, Michael Trummer, Stefan Wenhardt, Joachim Denzler:
Benchmarking 3D Reconstructions from Next Best View Planning.
Machine Vision Applications (MVA). Pages 552-555. 2007.
[bibtex] [pdf]
Christoph Redies, Jan Hänisch, Marko Blickhan, Joachim Denzler:
Artists portray human faces with the Fourier statistics of complex natural scenes.
Network: Computation in Neural Systems. 18 (3) : pp. 235-248. 2007.
[bibtex] [pdf] [web] [abstract]
Christoph Redies, Jens Hasenstein, Joachim Denzler:
Fractal-like image statistics in visual art: similarity to natural scenes.
Spatial Vision. 21 (1-2) : pp. 97-117. 2007.
[bibtex] [pdf] [web]
Doaa Hegazy, Joachim Denzler:
Boosting Colored Local Features For Generic Object Recognition.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). 2007. Extended abstract
[bibtex] [pdf]
Ferid Bajramovic, Joachim Denzler:
Self-calibration with Partially Known Rotations.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 1-10. 2007.
[bibtex] [pdf] [abstract]
Michael Trummer, Joachim Denzler:
Reading out 2D Barcode PDF417.
Progress in Pattern Recognition, Springer, London. pp. 179-185. 2007.
[bibtex] [pdf]
Olaf Kähler, Erik Rodner, Joachim Denzler:
On Fusion of Range and Intensity Information Using Graph-Cut for Planar Patch Segmentation.
Proceedings Dynamic 3D Imaging Workshop. Pages 113-121. 2007. also appeared in International Journal of Intelligent Systems Technologies and Applications, Vol. 5, No. 3/4, pp.365-373
[bibtex] [abstract]
Olaf Kähler, Joachim Denzler:
Detecting Coplanar Feature Points in Handheld Image Sequences.
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 447-452. 2007.
[bibtex] [pdf] [abstract]
Olaf Kähler, Joachim Denzler:
Rigid Motion Constraints for Tracking Planar Objects.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 102-111. 2007.
[bibtex] [abstract]
2006
Bajramovic F., Frank Mattern, Nicholas Butko, Joachim Denzler:
A Comparison of Nearest Neighbor Search Algorithms for Generic Object Recognition.
Advanced Concepts for Intelligent Vision Systems. Pages 1186-1197. 2006.
[bibtex] [pdf] [abstract]
Michael Trummer, Joachim Denzler, Herbert Süße:
Precise 3D Measurement with Standard Means and Minimal User Interaction -- Extended Single-view Reconstruction.
International Conference on the Application of Computer Science and Mathematics in Architecture and Civil Engineering. 2006.
[bibtex] [pdf]
Olaf Kähler, Joachim Denzler:
Detection of Planar Patches in Handheld Image Sequences.
Proceedings Photogrammetric Computer Vision 2006. Pages 37-42. 2006.
[bibtex] [pdf] [abstract]
Stefan Wenhardt, Benjamin Deutsch, Joachim Hornegger, Heinrich Niemann, Joachim Denzler:
An Information Theoretic Approach for Next Best View Planning in 3-D Reconstruction.
International Conference on Pattern Recognition (ICPR). Pages 103-106. 2006.
[bibtex] [pdf] [abstract]
2005
Benjamin Deutsch, Christoph Gräßl, Ferid Bajramovic, Joachim Denzler:
A Comparative Evaluation of Template and Histogram Based 2D Tracking Algorithms.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 269-276. 2005.
[bibtex] [pdf] [abstract]
Ferid Bajramovic, Christoph Gräßl, Joachim Denzler:
Efficient Combination of Histograms for Real-Time Tracking Using Mean-Shift and Trust-Region Optimization.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 254-261. 2005.
[bibtex] [pdf] [abstract]
Frank Mattern, Torsten Rohlfing, Joachim Denzler:
Adaptive Performance-Based Classifier Combination for Generic Object Recognition.
Vision, Modeling, and Visualization. Pages 139-146. 2005.
[bibtex] [pdf]
Michael Trummer, Herbert Süße, Joachim Denzler, F. Ditrich:
Metrische 3-D-Vermessung einer Straßenszene mit Spezialwissen unter minimaler Interaktion -- Erweiterte monokulare Rekonstruktion.
Publikationen der Deutschen Geselllschaft für Photogrammetrie, Fernerkundung und Geoinformation e.V.. 14 : pp. 39-46. 2005.
[bibtex] [pdf]
Olaf Kähler, Joachim Denzler:
Self-Organizing, Adaptive Data Fusion for 3d Object Tracking.
ARCS 2005 - Organic and Pervasive Computing, Workshops Proceedings. Pages 109-116. 2005.
[bibtex] [pdf]
2004
Benjamin Deutsch, Frank Deinzer, Matthias Zobel, Joachim Denzler:
Active Sensing Strategies for Robotic Platforms, with an Application in Vision-Based Gripping.
International Conference on Informatics in Control, Automation and Robotics. Pages 169-176. 2004.
[bibtex] [pdf]
Benjamin Deutsch, Matthias Zobel, Joachim Denzler, Heinrich Niemann:
Multi-Step Entropy Based Sensor Control for Visual Object Tracking.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 359-366. 2004.
[bibtex] [pdf]
Frank Mattern, Joachim Denzler:
Comparison of Appearance Based Methods for Generic Object Recognition.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 14 (2) : pp. 255-261. 2004.
[bibtex] [pdf]
Heinrich Niemann, Joachim Denzler, Benno Heigl, Florian Vogt, Christoph H. Schick, Sophie M. Krüger, Werner Hohenberger:
Image-Based Modeling and its Application in Image Processing.
Pattern Recognition and Image Analysis. Advances in Mathematical Theory and Applications (PRIA). 14 (2) : pp. 184-189. 2004.
[bibtex] [pdf]
Ingo Scholz, Joachim Denzler, Heinrich Niemann:
Calibration of Real Scenes for the Reconstruction of Dynamic Light Fields.
IEICE Transactions on Information \& Systems. E87-D (1) : pp. 42-49. 2004.
[bibtex] [pdf]
Olaf Kähler, Joachim Denzler, Jochen Triesch:
Hierarchical Sensor Data Fusion by Probabilistic Cue Integration for Robust 3--D Object Tracking.
IEEE Southwest Symposium on Image Analysis and Interpretation. Pages 216-220. 2004.
[bibtex] [pdf]
Stefan Wenhardt, Joachim Denzler, Heinrich Niemann:
On Minimizing Errors in 3-D-Reconstruction for Stereo Camera Systems.
7th International Conference on Pattern Recognition and Image Analysis 2004: New Information Technologies. Pages 562-565. 2004.
[bibtex]
Torsten Rohlfing, Daniel B. Russakoff, Joachim Denzler, Calvin R. Maurer:
Progressive Attenuation Fields: Fast 2D-3D Image Registration Without Precomputation.
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI). Pages 631-638. 2004.
[bibtex] [web] [doi] [abstract]
Torsten Rohlfing, Joachim Denzler, Daniel B. Russakoff, Christoph Gräßl, Calvin R. Maurer:
Markerless Real-Time Target Region Tracking: Application to Frameless Sterotactic Radiosurgery.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 5-12. 2004.
[bibtex]
2003
Frank Deinzer, Joachim Denzler, Heinrich Niemann:
Viewpoint Selection - Planning Optimal Sequences of Views for Object Recognition.
International Conference on Computer Analysis of Images and Patterns (CAIP). Pages 65-73. 2003.
[bibtex] [pdf] [abstract]
Frank Mattern, Joachim Denzler:
Comparison of Appearance Based Methods for Generic Object Recognition.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). 2003.
[bibtex] [pdf]
Heinrich Niemann, Joachim Denzler, Benno Heigl, Florian Vogt, Christoph H. Schick, Sophie M. Krüger, Werner Hohenberger:
Image-Based Modeling and its Application in Image Processing.
Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW). Pages 14-17. 2003.
[bibtex]
Joachim Denzler, Benno Heigl, Matthias Zobel, Heinrich Niemann:
Plenoptic Models in Robot Vision.
Künstliche Intelligenz. pp. 62-68. 2003.
[bibtex] [pdf]
Joachim Denzler, Matthias Zobel, Heinrich Niemann:
Information Theoretic Focal Length Selection for Real-Time Active 3-D Object Tracking.
International Conference on Computer Vision. Pages 400-407. 2003.
[bibtex] [pdf]
Marcin Grzegorzek, Frank Deinzer, Michael Reinhold, Joachim Denzler, Heinrich Niemann:
How Fusion of Multiple Views Can Improve Object Recognition in Real-World Environments.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 553-560. 2003. isbn = 3-89838-048-3
[bibtex] [pdf]
Matthias Zobel, Joachim Denzler, Benno Heigl, Elmar Nöth, Dietrich Paulus, Jochen Schmidt, Georg Stemmer:
MOBSY: Integration of Vision and Dialogue in Service Robots.
Machine Vision and Applications. 14 (1) : pp. 26-34. 2003.
[bibtex]
Rainer Deventer, Joachim Denzler, Heinrich Niemann:
Bayesian controller versus traditional controllers.
2003 International Conference on Computational Intelligence for Modelling Control and Automation. 2003.
[bibtex] [pdf]
Rainer Deventer, Joachim Denzler, Heinrich Niemann, Oliver Kreis:
Using Test Plans for Bayesian Modeling.
Machine Learning and Data Mining in Pattern Recognition. Pages 307-316. 2003.
[bibtex] [pdf] [abstract]
2002
Christopher Drexler, Frank Mattern, Joachim Denzler:
Appearance Based Generic Object Modeling and Recognition Using Probabilistic Principal Component Analysis.
Symposium of the German Association for Pattern Recognition (DAGM). Pages 100-108. 2002. isbn = 3-540-44209-X
[bibtex] [pdf] [abstract]
Christopher Drexler, Frank Mattern, Joachim Denzler:
Generic Hierarchic Object Models and Classification based on Probabilistic PCA.
IAPR Workshop on Machine Vision Applications. Pages 435-438. 2002. isbn = 4-901122-02-9
[bibtex] [pdf] [abstract]
Frank Deinzer, Joachim Denzler, Heinrich Niemann:
Improving Object Recognition By Fusion Of Multiple Views.
Indian Conference on Computer Vision Graphics and Image Processing. Pages 161-166. 2002.
[bibtex]
Ingo Scholz, Joachim Denzler, Heinrich Niemann:
Calibration of Real Scenes for the Reconstruction of Dynamic Light Fields.
. Pages 32-35. 2002. isbn = 4-901122-02-9
[bibtex] [pdf]
Joachim Denzler, Christopher M. Brown:
Information Theoretic Sensor Data Selection for Active Object Recognition and State Estimation.
IEEE Transactions on Pattern Analysis and Machine Intelligence. 24 (2) : pp. 145-157. 2002.
[bibtex] [pdf]
Joachim Denzler, Matthias Zobel, Heinrich Niemann:
On Optimal Camera Parameter Selection in Kalman Filter Based Object Tracking.
Pattern Recognition. Pages 17-25. 2002. isbn = 3-540-44209-X
[bibtex] [pdf]
Joachim Denzler, Matthias Zobel, Jochen Triesch:
Probabilistic Integration of Cues From Multiple Cameras.
Dynamic Perception. Pages 309-314. 2002.
[bibtex] [pdf]
Matthias Zobel, Joachim Denzler, Heinrich Niemann:
Binocular 3-D Object Tracking with Varying Focal Lengths.
IASTED International Conference on Signal Processing, Pattern Recognition, and Application. Pages 325-330. 2002.
[bibtex] [pdf] [abstract]
Matthias Zobel, Joachim Denzler, Heinrich Niemann:
Entropy Based Camera Control for Visual Object Tracking.
International Conference on Image Processing (ICIP). Pages 901-904. 2002.
[bibtex] [pdf] [abstract]
Rainer Deventer, Joachim Denzler, Heinrich Niemann:
Application of Bayesian controllers to dynamic system.
Workshop in Hybrid Intelligent Systems (HIS). Pages 555-569. 2002.
[bibtex] [pdf]
Rainer Deventer, Joachim Denzler, Heinrich Niemann:
Bayesian Control of Dynamic Systems (to be published).
2002.
[bibtex]
Rainer Deventer, Joachim Denzler, Heinrich Niemann:
Using Non-Markov models for the control of Dynamic Systems.
Engineering of Intelligent Systems (EIS). Pages 70 (complete pa. 2002.
[bibtex] [pdf] [abstract]
2001
Frank Deinzer, Joachim Denzler, Heinrich Niemann:
On Fusion of Multiple Views for Active Object Recognition.
. Pages 239-245. 2001.
[bibtex]
Joachim Denzler, Christopher M. Brown, Heinrich Niemann:
Optimal Camera Parameter Selection for State Estimation with Applications in Object Recognition.
. Pages 305-312. 2001.
[bibtex] [pdf]
Matthias Zobel, Joachim Denzler, Benno Heigl, Elmar Nöth, Dietrich Paulus, Jochen Schmidt, Georg Stemmer:
MOBSY: Integration of Vision and Dialogue in Service Robots.
Computer Vision Systems, Proceedings Second International Workshop, ICVS 2001 Vancouver, Canada, July 7-8, 2001. Pages 50-62. 2001. Lecture Notes in Computer Science 2095
[bibtex] [pdf]
Matthias Zobel, Joachim Denzler, Benno Heigl, Elmar Nöth, Paulus D., Jochen Schmidt, Georg Stemmer:
Demonstration von Bildverarbeitung und Sprachverstehen in der Dienstleistungsrobotik.
Autonome Mobile Systeme 2001, 17. Fachgespräch, Stuttgart, 11./12. Oktober 2001. Pages 141-147. 2001.
[bibtex] [pdf]
2000
Benno Heigl, Joachim Denzler, Heinrich Niemann:
Combining Computer Graphics and Computer Vision for Probabilistic Visual Robot Navigation.
Enhanced and Synthetic Vision 2000. Pages 226-235. 2000. issn: 0277786X
[bibtex] [pdf]
Dietrich Paulus, Christopher Drexler, Michael Reinhold, Matthias Zobel, Joachim Denzler:
Active Computer Vision System.
Computer Architectures for Machine Perception. Pages 18-27. 2000.
[bibtex] [pdf]
Dietrich Paulus, Ulrike Ahlrichs, Benno Heigl, Joachim Denzler, Joachim Hornegger, Matthias Zobel, Heinrich Niemann:
Active Knowledge-Based Scene Analysis.
videre. 1 (4) : 2000. online-journal
[bibtex] [pdf]
Frank Deinzer, Joachim Denzler, Heinrich Niemann:
Classifier Independent Viewpoint Selection for 3-D Object Recognition.
Mustererkennung 2000. Pages 237-244. 2000. isbn = 3-540-67886-7
[bibtex] [pdf]
Frank Deinzer, Joachim Denzler, Heinrich Niemann:
Viewpoint Selection - A Classifier Independent Learning Approach.
IEEE Southwest Symposium on Image Analysis and Interpretation. Pages 209-213. 2000.
[bibtex] [pdf]
Joachim Denzler:
Active Vision.
2000.
[bibtex]
Joachim Denzler, Matthias Zobel:
Object Tracking in Image Sequences.
2000.
[bibtex]
Matthias Zobel, Arnd Gebhard, Dietrich Paulus, Joachim Denzler, Heinrich Niemann:
Robust Facial Feature Localization by Coupled Features.
IEEE International Conference on Automatic Face and Gesture Recognition (FG). Pages 2-7. 2000.
[bibtex] [pdf] [abstract]
Michael Reinhold, Frank Deinzer, Joachim Denzler, Dietrich Paulus, J. Pösl:
Active Appearance-Based Object Recognition Using Viewpoint Selection.
Vision Modeling and Visualization 99. Pages 105-112. 2000.
[bibtex]
Rainer Deventer, Joachim Denzler, Heinrich Niemann:
Control of Dynamic Systems Using Bayesian Networks.
IBERAMIA/SBIA Workshops (Atibaia, S\~ao Paulo, Brazil). Pages 33-39. 2000.
[bibtex] [pdf] [abstract]
Rainer Deventer, Joachim Denzler, Heinrich Niemann:
Non-linear modeling of a production process by hybrid Bayesian Networks.
European Conference on Artificial Intelligence. Pages 576-580. 2000.
[bibtex] [pdf]
Ralf Schug, Matthias Zobel, Joachim Denzler, Heinrich Niemann:
Sichtbasierte Personeneskortierung mittels einer autonomen mobilen Plattform.
Robotik 2000: Leistungsstand - Anwendungen - Visionen - Trends. Pages 459-464. 2000.
[bibtex] [pdf] [abstract]
1999
Benno Heigl, Reinhard Koch, Marc Pollefeys, Joachim Denzler, Luc Van Gool:
Plenoptic Modeling and Rendering from Image Sequences Taken by a Hand-Held Camera.
Mustererkennung 1999. Pages 94-101. 1999.
[bibtex] [pdf] [abstract]
Christopher Drexler, Carmen Frank, Joachim Denzler, Heinrich Niemann:
Probabilistisch modellierte Blicksteuerung zur Selbstlokalisation anhand natürlicher Landmarken.
Autonome Mobile Systeme. Pages 221-230. 1999.
[bibtex] [pdf] [abstract]
Dietrich Paulus, Ulrike Ahlrichs, Benno Heigl, Joachim Denzler, Joachim Hornegger, Heinrich Niemann:
Active Knowledge Based Scene Analysis.
Computer Vision Systems. 1999.
[bibtex] [pdf]
Joachim Denzler:
Radial Representation of Active Contours.
CVonline: The Evolving, Distributed, Non-Proprietary, On-Line Compendium of Computer Vision. 1999. http://www.dai.ed.ac.uk/CVonline/
[bibtex]
Joachim Denzler, Heinrich Niemann:
Active Rays: Polar-transformed Active Contours for Real-Time Contour Tracking.
Journal on Real-Time Imaging. 5 (3) : pp. 203-213. 1999.
[bibtex]
Matthias Zobel, Joachim Denzler, Heinrich Niemann:
Coupling Rays - Probabilistic Modeling of Spatial Dependencies.
International Conference on Imaging Science, Systems, and Technology (CISST). Pages 416-422. 1999.
[bibtex] [pdf]
Matthias Zobel, Joachim Denzler, Heinrich Niemann:
Tracking of Probabilistically Coupled Features.
International Workshop on Vision, Modelling, and Visualization (VMV). Pages 133-140. 1999.
[bibtex]
Ulrike Ahlrichs, Fischer J., Joachim Denzler, Christopher Drexler, Heinrich Niemann, Elmar Nöth, Dietrich Paulus:
Knowledge Based Image and Speech Analysis for Service Robots.
Integration of Speech and Image Understanding. Pages 21-47. 1999.
[bibtex] [pdf]
1998
Benno Heigl, Joachim Denzler, Heinrich Niemann:
On the Application of Lightfield Reconstruction for Statistical Object Recognition.
European Signal Processing Conference (EUSIPCO). Pages 1101-1104. 1998.
[bibtex] [pdf]
Joachim Denzler:
The Dialogue with the Scene: Probabilistic Knowledge Based Active Vision.
Knowledge Based Computer Vision. Pages 44-45. 1998. Dagstuhl Seminar Report 196
[bibtex]
Joachim Denzler, Benno Heigl, Heinrich Niemann:
An Efficient Combination of 2D and 3D Shape Description for Contour Based Tracking of Moving Objects.
Computer Vision - ECCV 98. Pages 843-857. 1998. Lecture Notes in Computer Science puplisher: Springer Verlag
[bibtex] [pdf]
Joachim Denzler, Matthias Zobel:
Automatische farbbasierte Extraktion natürlicher Landmarken und 3D-Positionsbestimmung auf Basis visueller Information in indoor Umgebungen.
Workshop Farbbildverarbeitung. Pages 57-62. 1998.
[bibtex] [pdf]
1997
Dorthe Meyer, Joachim Denzler, Heinrich Niemann:
Model Based Extraction of Articulated Objects in Image Sequences for Gait Analysis.
Fourth International Conference on Image Processing. Pages 78-81. 1997.
[bibtex] [pdf]
Joachim Denzler:
Aktives Sehen zur Echtzeitobjektverfolgung.
1997.
[bibtex]
Joachim Denzler, Heinrich Niemann:
Active Rays: Polar-transformed Active Contours for Real-Time Contour Tracking.
Journal on Real-Time Imaging. pp. (to appear). 1997. (to appear)
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
COBOLT: Ein System zur datengetriebenen Verfolgung bewegter Objekte in Echtzeit.
Mustererkennung 1997. Pages 209-216. 1997.
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
Real-Time Pedestrian Tracking in Natural Scenes.
Computer Analysis of Images and Patterns, CAIP'97, Kiel 1997. Pages 42-49. 1997. Lecture Notes in Computer Science puplisher: Springer Verlag
[bibtex] [pdf]
O. Jesorsky, Joachim Denzler, E. Nöth, T. Wittenberg:
Analysis of Voice-Onset Using Active Rays and Hidden Markov Models.
Advances in Quantitative Laryngoscopy. Pages 51-58. 1997.
[bibtex] [pdf]
1996
Joachim Denzler, Heinrich Niemann:
3D Data Driven Prediction for Active Contour Models based on Geometric Bounding Volumes.
Pattern Reconition Letters. 17 (11) : pp. 1171-1178. 1996.
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
3D Data Driven Prediction for Active Contour Models with Application to Car Tracking.
IAPR Workshop on Machine Vision Applications. Pages 204-207. 1996.
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
A New Energy Term Combining Kalman-Filter and Active Contour Models for Object Tracking.
Machine Graphics \& Vision. 5 (1/2) : pp. 157-165. 1996.
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
Active Rays: A New Approach to Contour Tracking.
Speech and Image Understanding. Pages 301-310. 1996.
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
Active Rays: A New Approach to Contour Tracking.
International Journal of Computing and Information Technology. 4 (1) : pp. 9-16. 1996.
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
Echtzeitobjektverfolgung mit aktiven Strahlen.
Mustererkennung 1996. Pages 84-91. 1996.
[bibtex] [pdf]
Joachim Denzler, V. Schle&ssuml;, Dietrich Paulus, Heinrich Niemann:
Statistical Approach to Classification of Flow Patterns for Motion Detection.
International Conference on Image Processing (ICIP). Pages I/517-I/520. 1996.
[bibtex] [pdf]
Ulrike Ahlrichs, Joachim Denzler, Ralf Kompe, Heinrich Niemann:
Sprachgesteuerte Fovealisierung und Vergenz.
Aktives Sehen in biologischen und technischen Systemen. Pages 52-59. 1996.
[bibtex] [pdf] [abstract]
1995
Joachim Denzler, Benno Heigl, Dietrich Paulus:
Farbsegmentierung für aktives Sehen.
Erster Workshop Farbbildverarbeitung. Pages 9-12. 1995.
[bibtex] [pdf]
Joachim Denzler, Heinrich Niemann:
Combination of Simple Vision Modules for Robust Real-Time Motion Tracking.
European Transactions on Telecommunications. 5 (3) : pp. 275-286. 1995.
[bibtex] [pdf] [abstract]
Joachim Denzler, Heinrich Niemann:
Evaluating the Performance of Active Contour Models for Real-Time Object Tracking.
Asian Conference on Computer Vision (ACCV). Pages II/341-II/345. 1995.
[bibtex] [pdf] [abstract]
1994
Joachim Denzler, Dietrich Paulus:
Active Motion Detection and Object Tracking.
International Conference on Image Processing (ICIP). Pages 635-639. 1994.
[bibtex] [pdf] [abstract]
Joachim Denzler, Heinrich Niemann:
A Two Stage Real-Time Object Tracking System.
1994.
[bibtex] [pdf] [abstract]
Joachim Denzler, Heinrich Niemann:
A Two Stage Real-Time Object Tracking System.
International Journal of Computing and Information Technology. 2 (3) : pp. 211-222. 1994.
[bibtex] [pdf]
Joachim Denzler, R. Beß, Joachim Hornegger, Heinrich Niemann, Dietrich Paulus:
Learning, Tracking and Recognition of 3D-Objects.
International Conference on Intelligent Robots and Systems. Pages 89-96. 1994. adress: München
[bibtex] [pdf] [abstract]
1993
Dietrich Paulus, Joachim Denzler:
Möglichkeiten und Grenzen aktiven Sehens mit passiven Sensoren.
Autonome Mobile Systeme 1993. Pages 275-287. 1993.
[bibtex] [abstract]
Joachim Denzler, Ralf Kompe, Adnreas Kießling, Heinrich Niemann, Elmar Nöth:
Going Back to the Source: Inverse Filtering of the Speech Signal with ANNs.
EUROSPEECH. Pages 111-114. 1993.
[bibtex] [pdf] [abstract]