This is the (somewhat aged) home page of Dr.
Daniel
Keysers, currently Staff Software Engineer at Google Switzerland,
Zurich.
I joined Google in 2007 and have worked on YouTube Content-ID, online handwriting recognition,
natural language understanding, and deep learning and computer vision research. See also my LinkedIn.
From 2005 to 2007
I was a Senior Researcher at the German Research Center for Artificial
Intelligence (DFKI), Image
Understanding and
Pattern Recognition Group (IUPR),
where I
lead various projects in the area of document image understanding, OCR,
and image and video retrieval.
From 2000 to 2005 I was a research assistant,
PhD
student, and the lead of the image recognition group at the Chair of Computer
Science
VI at RWTH Aachen University,
Germany. At RWTH I obtained a CS MS degree (Dipl.-Inform.) in 2000 and a CS PhD degree (Dr.rer.nat.) in 2006, both with honors.
List of Publications (reverse chronological order)
|
(This is the only part of this homepage that I keep on updating occasionally, although it is likely that my Google Scholar page has better coverage and is more up-to-date. I stopped including patents or technical disclosures for years after 2019. "Selected publications" in bold.)
2024
- X. Chen, J. Djolonga, P. Padlewski, B. Mustafa, S. Changpinyo, J. Wu, C. Ruiz, S. Goodman, X. Wang, Y. Tay, S. Shakeri, M. Dehghani, D. Salz, M. Lucic, M. Tschannen, A. Nagrani, H. Hu, M. Joshi, B. Pang, C. Montgomery, P. Pietrzyk, M. Ritter, A. Piergiovanni, M. Minderer, F. Pavetic, A. Waters, G. Li, I. Alabdulmohsin, L. Beyer, J. Amelot, K. Lee, A. Steiner, Y. Li, D. Keysers, A. Arnab, Y. Xu, K. Rong, A. Kolesnikov, M. Seyedhosseini, A. Angelova, X. Zhai, N. Houlsby, R. Soricut. PaLI-X: On Scaling up a Multilingual Vision and Language Model. CVPR 2024. (ArXiv preprint May 2023.)
2023
- X. Chen, X. Wang, L. Beyer, A. Kolesnikov, J. Wu, P. Voigtlaender, B. Mustafa, S. Goodman, I. Alabdulmohsin, P. Padlewski, D. Salz, X. Xiong, D. Vlasic, F. Pavetic, K. Rong, T. Yu, D. Keysers, X. Zhai, R. Soricut. PaLI-3 Vision Language Models: Smaller, Faster, Stronger. ArXiv preprint October 2023.
- G. Heigold, M. Minderer, A. Gritsenko, A. Bewley, D. Keysers, M. Lučić, F. Yu, T. Kipf. Video OWL-ViT: Temporally-consistent open-world localization in video. ICCV 2023. (ArXiv preprint August 2023.)
- M. Dehghani, J. Djolonga, B. Mustafa, P. Padlewski, J. Heek, J. Gilmer, A. Steiner, M. Caron, R. Geirhos, I. Alabdulmohsin, R. Jenatton, L. Beyer, M. Tschannen, A. Arnab, X. Wang, C. Riquelme, M. Minderer, J. Puigcerver, U. Evci, M. Kumar, S. van Steenkiste, G. Elsayed, A. Mahendran, F. Yu, A. Oliver, F. Huot, J. Bastings, M. Collier, A. Gritsenko, V. Birodkar, C. Vasconcelos, Y. Tay, T. Mensink, A. Kolesnikov, F. Pavetić, D. Tran, T. Kipf, M. Lučić, X. Zhai, D. Keysers, J. Harmsen, N. Houlsby. Scaling Vision Transformers to 22 Billion Parameters. ICML 2023. (ArXiv preprint February 2023.)
2022
2021
- I. Alabdulmohsin, H. Maennel, D. Keysers. The impact of reinitialization on generalization in convolutional neural networks. arXiv:2109.00267, September 2021.
- W. Sirko, S. Kashubin, M. Ritter, A. Annkah, Y. Bouchareb, Y. Dauphin, D. Keysers, M. Neumann, M. Cisse, J. Quinn. Continental-scale building detection from high resolution satellite imagery. arXiv:2107.12283, July 2021
- C. Riquelme, J. Puigcerver, B. Mustafa, M. Neumann, R. Jenatton, A. S. Pinto, D. Keysers, N. Houlsby. Scaling Vision with Sparse Mixture of Experts. NeurIPS 2021. (ArXiv preprint June 2021.)
- I. Alabdulmohsin, L. Markeeva, D. Keysers, I. Tolstikhin. A Generalized Lottery Ticket Hypothesis. Workshop on Sparsity in Neural Networks. (ArXiv preprint June 2021.)
- I. Tolstikhin, N. Houlsby, A. Kolesnikov, L. Beyer, X. Zhai, T. Unterthiner, J. Yung, D. Keysers, J. Uszkoreit, M. Lucic, A. Dosovitskiy. MLP-Mixer: An all-MLP Architecture for Vision. NeurIPS 2021. (ArXiv preprint May 2021.)
2020
- B. Mustafa, C. Riquelme, J. Puigcerver, A. Pinto, D. Keysers, N. Houlsby. Deep Ensembles for Low-Data Transfer Learning. ArXiv:2010.06866, October 2020.
- J. Puigcerver, C. Riquelme, B. Mustafa, C. Renggli, A. Pinto, S. Gelly, D. Keysers, N. Houlsby. Scalable Transfer Learning with Expert Models. ICLR 2021. (ArXiv preprint September 2020.)
- H. Maennel, I. Alabdulmohsin, I. Tolstikhin, R. Baldock, S. Gelly, O. Bousquet, D. Keysers. What Do Neural Networks Learn When Trained With Random Labels?. NeurIPS 2020, spotlight. (ArXiv preprint June 2020.)
- V. Carbune, P. Gonnet, T. Deselaers, H.A. Rowley, A. Daryin, M. Calvo, L.-L. Wang, D. Keysers, S. Feuz, P. Gervais. Fast Multi-language LSTM-based Online Handwriting Recognition. Int. J. Document Analysis and Recognition (IJDAR), February 2020.
- T. Unterthiner, D. Keysers, S. Gelly, O. Bousquet, I. Tolstikhin. Predicting Neural Network Accuracy from Weights. ArXiv:2002.11448, February 2020.
2019
- D. Keysers, N. Schärli, N. Scales, H. Buisman, D. Furrer, S. Kashubin, N. Momchev, D. Sinopalnikov, L. Stafiniak, T. Tihon, D. Tsarkov, X. Wang, M. van Zee, O. Bousquet. Measuring Compositional Generalization: A Comprehensive Method on Realistic Data. ICLR 2020. (ArXiv preprint December 2019.)
- P. Gonnet, V. Carbune, D. Keysers, T. Deselaers, S. Feuz. Systems and method to resolve audio-based requests in a networked environment. US Patent App. US20190348030A1, published November 2019.
- V. Carbune, D. Keysers, T. Deselaers. Multi-User Login Session. US Patent App. 16/477,062, published November 2019.
- P. Gonnet, V. Carbune, D. Keysers, T. Deselaers, S. Feuz. Automated assistants that accommodate multiple age groups and/or vocabulary levels. US Patent App. US20190325864A1, published October 2019.
- F. Och, T. Deselaers, D. Keysers, H. Rowley. Progress display of handwriting input. US Patent App. 16/377,076, published August 2019.
- V. Carbune, D. Keysers, T. Deselaers. Transferring Application Software from One User Equipment to Another. Technical Disclosure Commons, published May 2019.
- V. Carbune, D. Keysers, T. Deselaers. User interface with automatic highlighting of content updates. Technical Disclosure Commons, published May 2019.
- V. Carbune, D. Keysers, T. Deselaers. Simplified voice-based interaction by inferring user
intent. Technical Disclosure Commons, published March 2019.
- V. Carbune, D. Keysers, T. Deselaers. Predicted Image-Capture Device Settings through
Machine Learning. Technical Disclosure Commons, published March 2019.
- V. Carbune, D. Keysers, T. Deselaers. Visual User Interface Interaction Prediction. Technical Disclosure Commons, published February 2019.
2018
- D. Keysers, T. Deselaers, V.Carbune. Detecting extraneous social media messages. US Patent App. 15/380,748, published July 2018.
- D. Keysers, T. Deselaers, V.Carbune. Dynamically merging multiple screens into one view port. US Patent US14671789, published May 2018.
- T. Deselaers, V.Carbune, P. Gonnet, D. Keysers. Enhanced Communication Assistance with Deep Learning. US Patent App. US20180137400A1, published May 2018.
- V.Carbune, T. Deselaers, D. Keysers. Third party application configuration for issuing notifications. US Patent App. US20180131655A1, published May 2018.
- V. Carbune, D. Keysers, T. Deselaers. Using textual input and user state information to generate reply content to present in response to the textual input. US Patent US20180061400A1, published March 2018.
- V. Carbune, S. Feuz, D. Keysers, T. Deselaers. Incremental sharing using machine learning. Technical Disclosure Commons, published January 2018.
2017
- V. Carbune, D. Keysers, T. Deselaers. Context based automatic email responses. Technical Disclosure Commons, published November 2017.
- T. Deselaers, D. Keysers. Automatic correction of timestamp and location information in digital images. Technical Disclosure Commons, published August 2017.
- T. Deselaers, D. Keysers, S. Gammeter, M. Sharifi. Wireless Signal Forwarding. US Patent US9699597, issued July 2017.
- D. Keysers, T. Deselaers, H.A. Rowley, L.-L. Wang, V. Carbune. Multi-Language Online Handwriting Recognition. In IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 39, Issue 6, pages 1180-1194, June 2017.
- V. Carbune, D. Keysers, T. Deselaers. Smart Layout For Printing. Technical Disclosure Commons, published April 2017.
- T. Deselaers, D. Keysers. Interactive display of high dynamic range images. US Patent US9594488, published March 2017.
- T. Deselaers, D. Keysers, V. Carbune. Smart Button Actions On Mobile Devices. Technical Disclosure Commons, published March 2017.
- T. Deselaers, D. Keysers, A. Murray, S. Zhai. Temporal Based Word Segmentation. Patent WO2017034779, published March 2017.
2016
2015
- T. Deselaers, D. Keysers, D. Genzel, A. Popat. Text Recognition Based on Recognition Units. US Patent US20150186738, published July 2015, issued January 2017.
- D. Keysers, T. Deselaers, H. Rowley. Partial Overlap and Delayed Stroke Input Recognition. US Patent US20150169950, published June 2015.
- D. Keysers, T. Deselaers, H. Rowley. Segmentation of Devanagari-Script Handwriting for Recognition. US Patent US20150169949, published June 2015; issued February 2016.
- T. Deselaers, D. Keysers. Interactive display of high dynamic range images. Patent WO2015088910, published June 2015.
- T. Deselaers, D. Keysers. Collaborative e-mail. US Patent US20150156153, June 2015.
- T. Deselaers, D. Keysers, J. Hosang, H.A. Rowley. GyroPen: Gyroscopes for Pen-Input with Mobile Phones. In IEEE Transactions on Human-Machine Systems Volume 45, Number 2, pages 263-271, April 2015.
- T. Deselaers, D. Keysers, H.A. Rowley, L.L. Wang, V. Carbune, A. Popat, D. Narayanan. Google Handwriting Input in 82 languages on your Android mobile device. Google Research Blog, April 2015.
2014
- T. Deselaers, D. Kohler, D. Keysers, M. Sharifi, R. Cohen, B. Boissinot, S. Gammeter. System to integrate real-world objects into social networks. US Patent 20140188742, issued July 2014.
- F. Och, T. Deselaers, D. Keysers, H. Rowley. Progress display of handwriting input. US Patent 20140188742, issued March 2014.
- D. Marwood, D. Keysers, R. Tucker, G. Postelnicu, M. Covell. Large-scale matching of audio and video. US Patent 8625033, issued January 2014.
2013
2012
2008
- F. Shafait, J. van Beusekom, D. Keysers, T. Breuel.
Background Variability Modeling for Statistical Layout Analysis.
In ICPR 2008, 19th Int. Conf. on Pattern Recognition, Tampa, Florida, December 2008.
- F. Shafait, D. Keysers, T. Breuel.
GREC
2007 Arc Segmentation Contest: Evaluation of Four Participating
Algorithms.
In Graphics Recognition: Recent Advances and New Opportunities
(GREC 2007 selected papers). LNCS volume 5046, pages 310-320,
November 2008
- J. van Beusekom, F. Shafait, D. Keysers, T. Breuel.
Document
Cleanup Using Page Frame Detection.
In IJDAR,
Int. Journal on Document Analysis and
Recognition, Volume 11, Issue 2, Pages 81-96, October 2008.
- F. Shafait, J. van Beusekom, D. Keysers, T. Breuel.
Structural
Mixtures for Statistical Layout Analysis. In DAS 2008, 8th Int. Workshop
on Document Analysis Systems, Nara, Japan, September 2008.
- A. Ulges, C. Schulze, D. Keysers, T. Breuel. Identifying
Relevant Frames in Weakly Labeled Videos for Training Concept Detectors.
In CIVR 2008,
ACM International Conference on Image and Video Retrieval, Niagara
Falls, Canada, July 2008.
- F. Shafait, D. Keysers, T. Breuel.
Performance
Evaluation and Benchmarking of
Six Page Segmentation Algorithms. In IEEE Transactions on Pattern
Analysis and Machine Intelligence, Volume 30, Number 6, pages
941-954, June 2008.
- M. Renn, J. van Beusekom, D. Keysers, T. Breuel.
Automatic
Image Tagging using Community-Driven Online Image Databases. In AMR 2008, 6th
International Workshop on Adaptive Multimedia Retrieval, Berlin,
Germany, June 2008.
- A. Ulges, C. Schulze, D. Keysers, T. Breuel. A System
that Learns to Tag Videos by Watching Youtube. In ICVS 2008, 6th International
Conference on Computer Vision Systems, Santorini, Greece, May 2008.
- T. Deselaers, D. Keysers, H. Ney. Features
for Image Retrieval: An Experimental Comparison. In Information
Retrieval, pp. 77-107, Vol. 11, No. 2, March 2008.
- F. Shafait, D. Keysers, T. Breuel. Efficient
Implementation of Local Adaptive Thresholding Techniques Using Integral
Images. In Document
Recognition and Retrieval XV, IS&T/SPIE Annual Symposium on
Electronic Imaging, San Jose, CA, January 2008.
2007
- D. Keysers, M. Renn, T. Breuel.
Improving Accessibility of HTML Documents by Generating Image-Tags in a
Proxy
. In ACM
ASSETS 2007, Ninth International ACM SIGACCESS Conference on
Computers and Accessibility, Tempe, Arizona, pages 249-250, October
2007.
- M. Krämer, H. Kaprykowsky, D. Keysers, T. Breuel. Bibliographic
Meta-Data Extraction Using Probabilistic Finite State Transducers.
In ICDAR 2007, 9th
International Conference on Document Analysis and Recognition,
Curitiba, Brazil, volume II, pages 609-613, September 2007.
- J. van Beusekom, D. Keysers, F. Shafait, T. Breuel. Example-Based
Logical Labeling of Document Title Page Images. In ICDAR 2007, 9th International
Conference on Document Analysis and Recognition, Curitiba, Brazil,
volume II, pages 919-923, September 2007.
- C. Kofler, D. Keysers, A. Koetsier, J. Laagland, T. Breuel. Gestural Interaction for an Automatic
Document Capture System. In CBDAR 2007,
Second International Workshop on
Camera-Based Document Analysis and Recognition, Curitiba, Brazil, pages
161-167, September 2007. (unreviewed demonstration paper)
- A. Ulges, C. Schulze, D. Keysers, T. Breuel. Content-based Video Tagging for
Online Video Portals. In MUSCLE
Workshop 2007, Third MUSCLE / ImageCLEF Workshop on Image and
Video Retrieval Evaluation, Budapest, Hungary, September 2007.
- A. Ulges, C. Lampert, D. Keysers, T. Breuel. Optimal
Dominant Motion Estimation using Adaptive Search of Transformation Space.
In DAGM 2007,
29th Annual Symposium of the German Association for Pattern
Recognition, Heidelberg, Germany, LNCS volume 4713, pages 204-213,
September 2007.
- D. Keysers, T. Deselaers, C. Gollan, and H. Ney.
Deformation
Models for Image Recognition. In IEEE Transactions on Pattern
Analysis and Machine Intelligence, Volume 29, Number 8, pages
1422-1435, August 2007.
(abstract,
pdf)
- D. Keysers, T. Deselaers, T. Breuel. Optimal
Geometric Matching for Patch-Based Object Detection. In Electronic Letters on Computer Vision
and Image Analysis, Volume 6, Issue 1, pages 44-54, June 2007.
- F. Shafait, J. van Beusekom, D. Keysers, and T. Breuel. Page Frame
Detection for Marginal Noise Removal from Scanned Documents. In SCIA 2007, 15th Scandinavian
Conference on Image Analysis, Aalborg, Denmark, pages 651-660, June
2007.
- D. Keysers. Variabilitätsmodellierung
für die Bilderkennung (in German). In Ausgezeichnete
Informatikdissertationen 2006, GI Lecture Notes in Informatics
(LNI),
Proceedings of the Dissertationspreis-Kolloquium, Dagstuhl, Germany,
pages 117-128, May 2007.
- D. Keysers, F. Shafait, and T. Breuel. Document
Image Zone Classification - A Simple High-Performance Approach. In VISAPP 2007, 2nd International
Conference on Computer Vision Theory and Applications, Barcelona,
Spain, pages 44-51, March 2007.
2006
- F. Shafait, A. ul-Hasan, D. Keysers, and T. Breuel. Layout
Analysis of Urdu Document Images. In INMIC 2006, Islamabad,
Pakistan, pages 293-298, December 2006. (abstract)
- A. Ulges, C. Lampert, D. Keysers. Spatiogram-Based
Shot Distances for Video Retrieval. In TRECVID Workshop,
Gaithersburg, MD, November 2006. (unreviewed workshop paper)
- T. Deselaers, A. Hegerath, D. Keysers, H. Ney.
Sparse Patch-Histograms for Object Classification in Cluttered Images.
In DAGM 2006, Pattern Recognition,
28th DAGM Symposium, Berlin, Germany, LNCS volume 4174, pages 202-211,
September 2006.
- F. Shafait, D. Keysers, and T. Breuel. Pixel-Accurate
Representation and Evaluation of Page Segmentation in Document Images.
In ICPR 2006,
International Conference on Pattern Recognition, Hong Kong, China,
pages 872-875, August 2006.
- D. Keysers. Comparison
and Combination of State-of-the-art Techniques for Handwritten
Character Recognition: Topping the MNIST Benchmark. Technical
Report, IUPR Research Group, DFKI and Technical University of
Kaiserslautern, May 2006.
- P. Dreuw, T. Deselaers, D. Keysers, H. Ney. Modeling
Image Variability in Appearance-Based Gesture Recognition. In ECCV-SMVP,
3rd Workshop on Statistical Methods in Multi-Image and Video
Processing, Graz, Austria, pages 7-18, May 2006.
- J. van Beusekom, D. Keysers, F. Shafait, T. Breuel. Distance Measures
for Layout-Based Document Image Retrieval. In DIAL 2006, 2nd IEEE
International Conference on Document Image Analysis for Libraries,
Lyon, France, pages 232-242, April 2006.
- P. Dreuw, T. Deselaers, D. Rybach, D. Keysers, H. Ney. Tracking
Using Dynamic Programming for Appearance-Based Sign Language Recognition.
In FG 2006, 7th
International Conference Automatic Face and Gesture Recognition,
Southampton, UK, pages 293-298, April 2006.
- M. Everingham, A. Zisserman, C. Williams, L. Van Gool, M. Allan,
C. Bishop, O. Chapelle, N. Dalal, T. Deselaers, G. Dorko, S. Duffner,
J. Eichhorn, J. Farquhar, M. Fritz, C. Garcia, T. Griffiths, F. Jurie,
D. Keysers, M. Koskela, J. Laaksonen, D. Larlus, B. Leibe, H. Meng, H.
Ney, B. Schiele, C. Schmid, E. Seemann, J. Shawe-Taylor, A. Storkey, S.
Szedmak, B. Triggs, I. Ulusoy, V. Viitaniemi, and J. Zhang. The
2005 PASCAL Visual Object Classes Challenge.
In Machine Learning Challenges. First PASCAL Machine Learning
Challenges Workshop, MLCW 2005, Southampton, UK, April 11-13, 2005,
Revised Selected Papers. LNCS volume 3944, pages 117-176, April 2006.
- D. Keysers. Modeling
of Image Variability for Recognition. Dissertation, RWTH Aachen
University, March 2006. (Nominated by the RWTH Aachen for the GI-Dissertationspreis
2006 and only "summa cum laude" Dissertation at RWTH in Computer
Science in 2006.)
- F. Shafait, D. Keysers, and T. Breuel. Performance
Comparison of Six Algorithms for Page Segmentation. In DAS 2006, 7th IAPR Workshop
on Document Analysis Systems, Nelson, New Zealand, LNCS volume 3872,
pages 368-379, February 2006.
- T. Breuel and D. Keysers. Round-Trip HTML
Rendering and Analysis for Testing, Indexing, and Security. In DAS 2006, 7th IAPR Workshop
on Document Analysis Systems, Nelson, New Zealand, February 2006.
Extended abstract.
- D. Keysers, C. Lampert, and T. Breuel. Color Image
Dequantization by Constrained Diffusion. In SPIE EI 2006,
IS&T/SPIE 18th Annual Symposium Electronic Imaging, Vol. 6058 of
Proc. SPIE, pages 6058.03.01-6058.03.10, San Jose, CA, January 2006.
- J. Strackeljan, R. Jonscher, S. Prieur, D. Vogel, T. Deselaers,
D. Keysers, A. Mauser, I. Bezrukov, and A. Hegerath. GfKl Data Mining Competition 2005:
Predicting Liquidity Crises of Companies. In From Data and Information Analysis to Knowledge
Engineering. Proceedings of the 29th Annual Conference of the
Gesellschaft für Klassifikation e.V. 2005, Magdeburg, Germany, pages
748-758, 2006.
2005
- T. Deselaers, T. Weyand, D. Keysers, W. Macherey, and H. Ney. FIRE
in ImageCLEF 2005: Combining Content-based Image Retrieval with Textual
Information Retrieval, Working Notes of the CLEF Workshop, Vienna,
Austria, September 2005.
- T. Deselaers, D. Rybach, P. Dreuw, D. Keysers, and H. Ney.
Face-based Image Retrieval: One Step Toward Object-based Image Retrieval.
MUSCLE/ImageCLEF workshop 2005, Vienna, Austria, September 2005.
- T. Deselaers, D. Keysers, and H. Ney. Improving
a Discriminative Approach to Object Recognition using Image Patches.
In DAGM 2005,
Pattern Recognition, 27th DAGM Symposium, Vienna, Austria, LNCS
volume 3663, pages 326-333, August/September 2005.
- M. Zahedi, D. Keysers, T. Deselaers, and H. Ney. Combination
of Tangent Distance and Image Distortion for Appearance-Based Sign
Language Recognition. In DAGM 2005, Pattern
Recognition, 27th DAGM Symposium, Vienna, Austria, LNCS volume
3663, pages 401-408, August/September 2005.
- C. Lampert, T. Braun, A. Ulges, D. Keysers, and T. Breuel. Oblivious
Document Capture and Real-Time Retrieval. In CBDAR 2005,
International Workshop on Camera-Based Document Analysis and Recognition.
Seoul, South Korea, pages 79-86, August 2005.
- D. Keysers and T. Breuel. Optimal Line
and Arc Detection on Run-Length Representations. In GREC 2005, Sixth
International IAPR Workshop on Graphics Recognition. Hong Kong,
China, pages 17-23, August 2005.
- T. Deselaers, D. Keysers, and H. Ney. Discriminative
Training for Object Recognition Using Image Patches. In CVPR 2005, International
Conference on Computer Vision and Pattern Recognition, San Diego,
CA, volume II, pages 157-162, June 2005.
- T. Lehmann, M. Güld, T. Deselaers, D. Keysers, H. Schubert, K.
Spitzer, H. Ney, and B. Wein. Automatic
Categorization of Medical Images for Content-based Retrieval and Data
Mining. In Computerized
Medical Imaging and Graphics,
volume 29, numbers 2-3, pages 143-155, 2005. (One of the 10 most
downloaded articles from the journal on ScienceDirect in 2005.)
- M. Zahedi, D. Keysers, and H. Ney. Appearance-Based
Recognition of Words in American Sign Language. In IbPRIA 2005, 2nd Iberian
Conference on Pattern Recognition and Image Analysis, Estoril,
Portugal, LNCS volume 3522, pages 511-519, June 2005.
- M. Zahedi, D. Keysers, and H. Ney. Pronunciation
Clustering and Modeling of Variability for Appearance-Based Sign
Language Recognition. In GW 2005, 6th
International Workshop on Gesture in Human-Computer Interaction and
Simulation, Volume LNCS 3881 of Lecture Notes in Computer Science,
pages 68-79, Ile-de-Berder, France, May 2005.
- P. Dreuw, D. Keysers, T. Deselaers, and H. Ney. Gesture
Recognition Using Image Comparison Methods. In GW 2005, 6th
International Workshop on Gesture in Human-Computer Interaction and
Simulation, Volume LNCS 3881 of Lecture Notes in Computer Science,
pages 124-128, Ile-de-Berder, France, May 2005.
- A. Mauser, I. Bezrukov, T. Deselaers, and D. Keysers. Predicting Customer
Behavior using Naive Bayes and Maximum Entropy -- Winning the
Data-Mining-Cup 2004. In Informatiktage
2005 der Gesellschaft für Informatik, St. Augustin, Germany,
pages 143-145, April 2005. (see also the article from the
Computerzeitung (in German): Informatikernachwuchs
forscht nahe an Trends)
- D. Rybach, D. Keysers, and H. Ney. Erweiterung eines
holistischen statistischen Bilderkenners zur Verwendung von mehreren
Merkmalen (in German). In Informatiktage 2005 der
Gesellschaft für Informatik, St. Augustin, Germany, pages
155-158, April 2005.
- I. Bezrukov, T. Deselaers, A. Hegerath, D. Keysers, and A.
Mauser. GfKl
Data Mining Competition 2005: Predicting Liquidity Crises of Companies
- Part I: Data Preprocessing. In GfKl
2005, 29th Annual Conference of the German Classification Society,
Magdeburg, Germany, March 2005. (abstract/pdf,
slides/pdf,
picture)
- A. Mauser, D. Keysers, A. Hegerath, T. Deselaers, and I.
Bezrukov. GfKl
Data Mining Competition 2005: Predicting Liquidity Crises of Companies
- Part II: Training and Classification. In GfKl
2005, 29th Annual Conference of the German Classification Society,
Magdeburg, Germany, March 2005. (abstract/pdf,
slides/pdf)
2004
-
T. Deselaers, D. Keysers, and H. Ney.
FIRE - Flexible Image Retrieval Engine: ImageCLEF 2004 Evaluation.
In CLEF 2004 Workshop. Bath, UK, pages
535-544, September 2004.
Paper in the Proceedings published in Springer LNCS: T. Deselaers, D.
Keysers, and H. Ney. FIRE
- Flexible Image Retrieval Engine: ImageCLEF 2004 Evaluation. In CLEF 2004,
LNCS 3491, Bath, UK, pages 688-698, September 2004, printed 2005.
- D. Keysers, T. Deselaers, and H. Ney.
Pixel-to-Pixel
Matching for Image Recognition using Hungarian Graph Matching. In DAGM 2004, Pattern
Recognition, 26th DAGM Symposium, Tübingen, Germany, volume LNCS
3175 of Lecture Notes in
Computer Science, pages 154-162, August/September 2004.
This paper received one of the four "DAGM Prizes" (best
paper awards) at the conference.
- T. Deselaers, D. Keysers, and H. Ney.
Features
for Image Retrieval: A Quantitative Comparison. In DAGM 2004, Pattern
Recognition, 26th DAGM Symposium, Tübingen, Germany, volume LNCS
3175 of Lecture Notes in
Computer Science, pages 228 - 236, August/September 2004.
- T. Lehmann, M. Güld, C. Thies, B. Fischer, K. Spitzer, D.
Keysers, H. Ney, M. Kohnen, H. Schubert, and B. Wein.
Content-based Image
Retrieval in Medical Applications. In
Methods
of Information in Medicine, volume 43, number 4, pages 354-361,
2004.
- D. Keysers, C. Gollan, and H. Ney.
Local
Context in Non-linear Deformation Models for Handwritten Character
Recognition. In ICPR
2004, International Conference on Pattern Recognition,
Cambridge, UK, volume IV, pages 511-514, August 2004.
(.pdf,
software,
slides)
- D. Keysers and H. Ney.
Linear Discriminant
Analysis and Discriminative Log-linear Modeling. In ICPR
2004, International Conference on Pattern Recognition,
Cambridge, UK, volume I, pages 156-159, August 2004.
- T. Deselaers, D. Keysers, and H. Ney.
Classification
Error Rate for Quantitative Evaluation of Content-based Image Retrieval
Systems. In ICPR
2004, International Conference on Pattern Recognition,
Cambridge, UK, volume II, pages 505-508, August 2004.
- T. Kölsch, D. Keysers, H. Ney, and R. Paredes.
Enhancements
for Local Feature Based Image Classification. In ICPR
2004, International Conference on Pattern Recognition,
Cambridge, UK, volume I, pages 248-251, August 2004. ©2004 IEEE
- A. Toselli, A. Juan, J. Gonzalez, I. Salvador, E. Vidal, F.
Casacuberta, D. Keysers, and H. Ney.
Integrated
Handwriting Recognition and Interpretation using Finite State Models.
In Int. J.
of Pattern Recognition and Artificial Intelligence, volume 18,
number 4, pages 519-539, June 2004.
- D. Keysers, C. Gollan, and H. Ney.
Classification of Medical
Images using Non-linear Distortion Models. In BVM
2004, Bildverarbeitung für
die Medizin 2004, Berlin, Germany, pages 366-370, March 2004. (.pdf, software)
- D. Keysers, W. Macherey, H. Ney, and J. Dahmen.
Adaptation
in Statistical Pattern Recognition Using Tangent Vectors. In IEEE Transactions on Pattern
Analysis and Machine Intelligence, volume 26, number 2, pages
269-274, February 2004. ©2004 IEEE.
(.pdf,
abstract)
2003
-
T. Lehmann, M. Güld, D. Keysers, H. Schubert, M. Kohnen, and B. Wein.
Determining
the view of chest radiographs.
Journal
of Digital Imaging,
volume 16, Issue 3, pages 280-291, December 2003.
- S. Molau, D. Keysers, and H. Ney.
Matching
Training and Test Data Distributions for Robust Speech Recognition.
Speech Communication,
volume 41, Issue 4, pages 579-601, November 2003.
- T. Deselaers, D. Keysers, and H. Ney.
Clustering Visually Similar Images to
Improve Image Search Engines. In Informatiktage 2003 der
Gesellschaft für Informatik,
Bad Schussenried, Germany, November 2003.
- D. Keysers, M. Motter, T. Deselaers, and H. Ney. Training
and Recognition of Complex Scenes using a Holistic Statistical Model.
In DAGM 2003, Pattern
Recognition, 25th DAGM Symposium, Magdeburg, Germany, volume LNCS
2781 of Lecture Notes in
Computer Science, pages 52-59, September 2003. (.pdf)
- T. Deselaers, D. Keysers, R. Paredes, E. Vidal, and H. Ney. Local
Representations for Multi-Object Recognition. In DAGM 2003, Pattern
Recognition, 25th DAGM Symposium, Magdeburg, Germany, volume LNCS
2781 of Lecture Notes in
Computer Science, pages 305-312, September
2003. ©Springer-Verlag.
- D. Keysers, R. Paredes, E. Vidal, and H. Ney. Comparison
of Log-Linear Models and Weighted Dissimilarity Measures.
In IbPRIA 2003, 1st
Iberian Conference on Pattern Recognition and Image Analysis,
Puerto de Andratx, Spain, volume LNCS 2652 of Lecture Notes in
Computer Science, Springer-Verlag, pages 370-377, June
2003.
- D. Keysers and W. Unger.
Elastic
Image Matching is NP-complete. In
Pattern
Recognition
Letters, volume 24, Issue 1-3, pages 445-453, January 2003.
©Elsevier Science B.V. (abstract,
.pdf)
- D. Keysers, J. Dahmen, H. Ney, B.B. Wein, and T.M. Lehmann. Statistical
Framework for Model-based
Image Retrieval in Medical Applications. In
Journal
of Electronic Imaging,
volume 12, Issue 1, pages 59-68, January 2003. (.pdf)
2002
-
D. Keysers, F.J. Och, and H. Ney.
Efficient Maximum Entropy Training for
Statistical Object Recognition. In Informatiktage 2002 der
Gesellschaft für Informatik,
Bad Schussenried, Germany, pages 342-345, November 2002.
- D. Keysers, F.J. Och, and H. Ney.
Maximum Entropy and Gaussian Models
for
Image Object Recognition. In DAGM 2002,
Pattern Recognition, 24th DAGM Symposium, Zürich, Switzerland,
volume LNCS 2449 of Lecture Notes in
Computer Science, Springer-Verlag, pages 498-506, September
2002. ©Springer-Verlag.
- S. Molau, F. Hilger, D. Keysers, and H. Ney.
Enhanced Histogram Normalization in the
Acoustic Feature Space. In ICSLP
2002, 7th International Conference on Spoken Language Processing,
Denver, CO, pages 1421-1424, September 2002.
- B. Haasdonk and D. Keysers.
Tangent Distance Kernels for
Support
Vector Machines. In ICPR
2002, International Conference on Pattern Recognition, Quebec
City, Canada, volume II, pages 864-868, August 2002.
(abstract)
- R. Paredes, E. Vidal, and D. Keysers.
An Evaluation of the WPE
Algorithm using
Tangent Distance. In ICPR
2002, International Conference on Pattern Recognition, Quebec
City, Canada, volume IV, pages 48-51, August 2002.
(abstract)
- D. Keysers, R. Paredes, H. Ney, and E. Vidal.
Combination of Tangent Vectors and
Local Representations for Handwritten Digit Recognition. In SPR
2002, International Workshop on Statistical Pattern Recognition,
Windsor, Ontario, Canada, volume LNCS 2396 of Lecture Notes in
Computer Science, Springer-Verlag, pages 538-547, August 2002.
©Springer-Verlag.
(abstract,
.pdf)
- D. Keysers, S. Celik, H. Braess, J. Dahmen, and H. Ney.
Parameter Estimation for Automatic Dose
Control in Radioscopy. In BVM
2002, Bildverarbeitung für
die Medizin 2002, Leipzig, Germany, pages 279-282, March 2002.
- R. Paredes, D. Keysers, T. Lehmann, B.B. Wein, H. Ney, and E.
Vidal.
Classification of Medical
Images using Local Representations. In BVM
2002, Bildverarbeitung für
die Medizin 2002, Leipzig, Germany, pages 171-174, March 2002.
2001
-
D. Keysers, J. Dahmen, H. Ney, and M.O. Güld.
A Statistical Framework for Multi-Object
Recognition In Informatiktage 2001 der Gesellschaft für
Informatik,
Bad Schussenried, Germany, pages 73-76, October 2001.
- D. Keysers, W. Macherey, J. Dahmen, and H. Ney.
Learning of Variability for Invariant
Statistical Pattern Recognition.
In ECML
2001, 12th European Conference on Machine Learning. Freiburg,
Germany, pages 263-275, volume 2167 of Lecture Notes in
Computer Science, Springer-Verlag, September 2001. ©Springer-Verlag. (abstract,
.pdf)
- W. Macherey, D. Keysers, J. Dahmen, and H. Ney.
Improving Automatic
Speech Recognition Using Tangent Distance.
In Eurospeech
2001, 7th European Conference on Speech Communication and Technology.
Aalborg, Denmark, pages 1825-1828, volume III, September 2001.
- J. Dahmen, D. Keysers, and H. Ney.
Combined Classification
of Handwritten Digits using the 'Virtual Test Sample Method'.
MCS
2001, 2nd International Workshop on Multiple Classifier Systems.
Cambridge, UK, pages 109-118, volume LNCS 2096 of Lecture Notes in
Computer Science, Springer-Verlag, July 2001. ©Springer-Verlag. (abstract)
- J. Dahmen, D. Keysers, H. Ney, and M. O. Güld.
Statistical
Image Object Recognition using Mixture Densities.
Journal of
Mathematical Imaging and Vision, volume 14, number
3, pages 285-296, May 2001. (.pdf)
- D. Keysers, J. Dahmen, and H. Ney. Invariant
Classification of Red Blood Cells. In BVM
2001, Bildverarbeitung für
die Medizin 2001, Lübeck, Germany, pages 367-371, March 2001.
- J. Dahmen, D. Keysers, M. Motter, H. Ney, T. Lehmann, and B.B.
Wein. An
Automatic Approach to Invariant Radiograph Classification. In BVM
2001,
Bildverarbeitung
für die Medizin 2001, Lübeck, Germany, pages 337-341, March
2001.
2000
-
D. Keysers.
Invariante Objekterkennung
(in German). In Informatiktage 2000 der Gesellschaft für
Informatik,
Bad Schussenried, Germany, pages 67-69, October 2000.
- D. Keysers, J. Dahmen, and H. Ney.
A Probabilistic View on Tangent
Distance. In Mustererkennung 2000,
22. DAGM Symposium, Springer, Kiel, Germany, pages 107-114,
September
2000.
- J. Dahmen, D. Keysers, M. Pitz, and H. Ney.
Structured
Covariance Matrices for Statistical Image Object Recognition. In Mustererkennung
2000, 22. DAGM Symposium, Springer, Kiel, Germany, pages 99-106,
September
2000.
- D. Keysers, J. Dahmen, T. Theiner, and H. Ney.
Experiments
with an Extended Tangent Distance. In Proceedings 15th
International
Conference on Pattern Recognition, ICPR 2000, Barcelona, Spain,
pages 38-42, volume
2, September 2000. (abstract,
software)
- J. Dahmen, D. Keysers, M. O. Güld, and H. Ney.
Invariant
Image Object Recognition using Mixture Densities. In Proceedings
15th International Conference on Pattern Recognition, ICPR 2000,
Barcelona, Spain,
pages 614-617, volume 2, September 2000. (abstract)
- D. Keysers.
Approaches to Invariant Image Object
Recognition.
Diploma thesis, Lehrstuhl für Informatik VI, RWTH Aachen, Aachen,
June 2000.
- J. Dahmen, T. Theiner, D. Keysers, H. Ney, T. Lehmann, and B.B.
Wein.
Classification
of Radiographs in the `Image Retrieval in Medical Applications' System
(IRMA). In Proceedings of the 6th International RIAO Conference
on Content-Based Multimedia Information Access, Paris, France,
pages
551-566, April 2000.
- C. Palm, D. Keysers, T. Lehmann, and K. Spitzer.
Gabor
Filtering of Complex Hue/Saturation Images for Color Texture
Classification.
In JCIS 2000, Joint Conference on Information Sciences -
International Conference
on Computer Vision, Pattern Recognition, and Image Processing, Atlantic
City, NJ, USA, volume 2, pages 45-49, February 2000.
1999
Lectures, Lab Courses, Seminars
- lecture "OCR and Handwriting Recognition" summer 2014, at Technical University
Valencia UPV (with A. Hector, E. Vidal)
- lecture "OCR and Handwriting Recognition" summer 2013, at Technical University
Valencia UPV (with A. Hector, E. Vidal)
- lecture "OCR
and Handwriting Recognition" summer 2012, at Technical University
Valencia UPV (with A. Hector, E. Vidal)
- lecture "OCR
and Handwriting Recognition" summer 2011, at Technical University
Valencia UPV (with A. Hector, E. Vidal)
- lecture "OCR
and Handwriting Recognition" summer 2010, at Technical University
Valencia UPV (with A. Hector, E. Vidal)
- lecture "OCR
and Handwriting Recognition" summer 2009, at Technical University
Valencia UPV (with A. Hector, E. Vidal, H. Bunke)
- lecture "OCR
and Handwriting Recognition" summer 2008, at Technical University
Valencia UPV (with A. Hector)
- lecture "OCR
and Handwriting Recognition" summer 2007, at Technical University
Valencia UPV (with A. Hector)
- lecture "Image and Video Processing" summer 2007
- lab course "Data Mining Cup"
summer 2007: In April/May 2007 I coached a team of two students who
participated in the Data
Mining Cup 2007. Marius Renn and Qu Lizhen obtained the places 26
and 27 out of 248 submissions and we were able to reach a very good
third place (again!) in the DMC
2007 University Ranking I extracted from the official
result listing.
- lab course "Pattern Recognition" winter 2006/2007 (with A.
Ulges)
- seminar "Computer Vision and Pattern Recogntion" winter
2006/2007
- lecture "Image and Video
Processing" summer 2006 (with Ch. Lampert)
- lab course "Data Mining Cup"
summer 2006: In April/May 2006 I coached a team of two students who
participated in the Data
Mining Cup 2006. Marius Renn and
Qu Lizhen obtained the places 21 and 23 out of 173 submissions and
we were able to reach a very good third
place in the DMC 2006
University Ranking I extracted from the official
result listing.
- seminar "Pattern Recognition
and Computer Vision" winter 2005/2006 (with M. Goldstein, Ch.
Lampert)
- topic "Sequence Learning and Speech Recognition" (by M.
Krämer .pdf,
slides .pdf)
- seminar "Computer Gaming"
summer 2005 (with Ch. Lampert, F. Schroff, F. Shafait, A. Stahl)
- topic "RoboCup" (by M. Plößl, slides in German .pdf)
- topic "Graphics Programming" (by L. Middendorf, slides in
German .pdf)
- topic "Who plays what?" (by O. Blauth, slides in German .pdf)
- lab course "Data
Mining Cup" summer 2005: In April/May 2005 Thomas
and I coached a team of students who participated in the Data
Mining Cup 2005. This time the whole thing was organized as a lab
course. (The next course in the series was nominated for the teaching
award of the RWTH and won the second place.) Ilja Bezrukov, a member of
our team, won the Data Mining Cup 2005 (and everybody else also did
very well); more
information, results
(.pdf)
- In January 2005 Thomas
and I coached a team of students participating in the GfKl Data
Mining Competition 2005. We obtained the 2nd,
2nd (same number of points), 6th, 7th, and 9th place out of 40
participants. (1st place won by D. Vogel, who also won the KDD-Cup
in 2003 and 2004, so we're quite happy with the 2nd place.)
- seminar "Computer Vision" winter 2004/2005
- topic "Segmentation by Fitting a Model" (by C. Dolch, in
German .pdf, slides .pdf)
- undergrad seminar "Data
Compression" winter 2004/2005
- topic "Image Compression and Progressive Transmission" (by
F. Reske)
- topic "Compression of Textual Images" (by M. Vukadinovic)
- In April/May 2004 I successfully coached a team of students who
participated in the
Data
Mining Cup 2004 together with Thomas
Deselaers. The three students won the 1st,
3rd, and 5th place out of 97 participants.
- undergrad lab
course on speech and image recognition summer 2004
- seminar "Medical Image Processing" summer 2004
-
topic "Word Assignment to Image Parts" (by
A. Fritsche, in German .pdf,
slides .pdf)
- seminar "Data
Mining" winter 2003/2004
- topic "Preprocessing and Visualization" (by J. Diehl, .pdf, slides .pdf)
- topic "Data Analysis, Uncertainty, and Statistical Modeling
(part 2)" (by T. Holz, in German .pdf,
slides .pdf)
- undergrad seminar "Data
Compression" winter 2003/2004
- topic "Image Compression and Progressive Transmission" (by
M. Oeste and J. Herling)
- topic "Compression of Textual Images" (by C. Brüffer)
- lab course on speech and image recognition winter 2003/2004 (with
Wolfgang Macherey, Andras Zolnay, and Nicola Ueffing)
- seminar "Medical Image Processing" summer 2003
- topic "Elastic Bunch-Graph Matching for Object Recognition"
(by D. Rybach, in German .pdf,
slides)
- topic "Invariant Features for Image Retrieval" (by I.
Bezrukov, in German .pdf, slides)
-
course work "Digital
Signal Processing for Speech and Images (Prof. Ney)" summer 2003
(with Andras Zolnay)
-
undergrad lab
course on speech and image recognition summer 2003
- course work "Computer
Organization (Prof. Spaniol)" summer 2003 (with
Mesut Günes and Ralf Wienzek)
-
lab course on speech and image recognition winter 2002/2003 (with
Florian Hilger and Wolfgang Macherey)
- organization of the "SUN
Software award 2002 ('Pathfinder')" (part of the "day of computer
science 2002")
- undergrad seminar "Data
Compression" winter 2002/2003
- topics "Image Compression and Progressive Transmission" (by
T. Dickmeis and I. Menzel)
- course work "Computer
Organization (Prof. Lakemeyer)" summer 2002 (with Gero Iwan and
Stefan Sklorz)
-
undergrad lab
course on speech and image recognition summer 2002
- seminar "Medical Image Processing" summer 2002
-
topic "Appearance-Based Recognition of 3D-Objects" (by A. Wenning, in
German .pdf, slides)
-
topic "Probabilistic Tracking using the Condensation Algorithm" (by A.
Janßen, in German .pdf, slides)
-
course work "Computer
Organization (Prof. Haverkort)" summer 2001 (with Lucia Cloth)
-
course work "Digital
Signal Processing for Speech and Images (Prof. Ney)" summer 2001
(with Florian
Hilger)
-
seminar "Medical Image Processing" summer 2001
-
seminar "Retrieval/Classification of Multimedia Data" summer 2001
-
topic "Content-Based Image Retrieval" (by B. Molitor, in German .pdf)
-
seminar "Medical Image Processing" winter 2000/2001
-
topic "An Efficient 2D-Warping Algorithm" (by C. Gollan, in German .pdf)
- tutor for "Automata and Reactive Systems" (Prof. Thomas), winter
1999/2000
- tutor for "Models and Constructions in Automata Theory" (Prof.
Thomas), summer 1999
- tutor for "Computability and Complexity" (Prof. Thomas), winter
1998/1999
Diploma Theses and Student Research Projects
- research project "Tagr: Automatic Image Tagging for Random
Imagery"
- diploma thesis "Document Layout Analysis" (by
Joost van Beusekom .pdf)
- master thesis "Ellipse Detection and Stereo Circle
Reconstruction" (by Yu Li; external thesis)
- research project "Extension of a Holistic Statistical Object
Recognition System for Use of Several Features" (by D. Rybach, in
German, .pdf)
- diploma thesis "Appearance-Based Gesture Recognition" (by P. Dreuw, .pdf)
- diploma thesis "Features for Image Retrieval" (by T. Deselaers, .pdf)
- diploma thesis "Local Features for Image Classification" (by T.
Kölsch, .pdf)
- diploma thesis "Non-Linear Deformation Models for Image Object
Recognition" (by C. Gollan, in German, .pdf)
- research project "Automatic Detection of the Iris and Feature
Extraction in Digital Color Images of the Human Eye" (by S. Mayer, in
German, .pdf)
- research project "Parameter Estimation for Automatic Dose
Control in Radioscopy" (by S. Celik, in German, .pdf)
- diploma thesis "Statistical Modeling of Image Objects for Object
Recognition" (by M. Motter, in German, .pdf)
Journals
- IEEE TPAMI
- IEEE TMI
- IEEE TIP
- Pattern Recognition
- ACM TALLIP
- Annals of Biomedical Engineering
- Journal of Digital Imaging
- Image and Vision Computing
- Measurement Science and Technology
- IEEE Geoscience and Remote Sensing Letters
- Pattern Recognition Letters
- Journal of Classification
- Pattern Analysis and Applications
- Machine Vision and Applications
- IEEE Transactions on Instrumentation and Measurement
- EURASIP Journal on Image and Video Processing
- International Journal of Document Analysis and Recognition
- Journal on Advances in Signal Processing
- Journal of Computer Science and Technology
- Computational Statistics and Data Analysis
- Electronic Letters on Computer Vision and Image Analysis
- The Open Artificial Intelligence Journal
Conferences
- NeurIPS 2020, 2021 (AC), 2022 (AC), 2023 (AC)
- ICML 2020, 2021, 2022, 2023 (AC), 2024 (AC)
- ICLR 2021, 2022, 2023
- ECCV 2014, 2020, 2022
- ICCV 2013, 2021, 2023
- CVPR 2007, 2013, 2015, 2021, 2022, 2023
- DAGM 2001, 2002, 2003, 2004, 2005
- ICPR 2004, IbPRIA 2003, ACCV 2009, MRW 2010, CBDAR 2005, STACS 2007, MVA 2007, KES 2007, 2008, IECON 2007, VISAPP 2008
If you have reached this page, the following may or may not be of
interest to you:
- visiting professor at the Technical University UPV, Valencia,
Spain, 03-04/2007
- research visit at Microsoft Research, Redmond, WA, 07-10/2006
(with Paul Viola)
- research visits at the Instituto Tecnológico de
Informática (ITI), Technical University UPV, Valencia, Spain:
01-02/2002 and 09-10/2002
- other links: DBLP
- Google Scholar - LinkedIn
- I was one of the two laureates of the 2006 Olympus Prize,
awarded by the DAGM
- results
of the GREC 2005 arc segmentation competition.
- the results
of the ImageCLEF 2005 Automatic Annotation Task.
- the results
of the 2005 PASCAL Visual Object Recognition Challenge
- the tangent
distance implementation
- the software for image
recognition with non-linear deformation models
(0.54% error rate on MNIST)
- a demonstration and sources of the content-based
image retrieval system FIRE - see also this video
(best
result in the fully automatic retrieval of medical images using
visual information only, 2004 imageCLEF competition)
- the COIL-RWTH
data set for evaluation of object recognition in complex scenes
- not that interesting, but still: my Erdös number is 4