Michael Lew
Universitair hoofddocent
- Naam
- Dr. M.S.K. Lew
- Telefoon
- +31 71 527 7034
- m.s.lew@liacs.leidenuniv.nl
Meer informatie over Michael Lew
Promovendi
Nieuws
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Nieuw paradigma voor visuele herkenning -
Real-time beeldherkenning voor digitaal leren -
Latest hardware for computer research on medical imaging -
Dr. Michael Lew meest geciteerde auteur op het gebied van Multimedia Onderzoek -
Universiteit Leiden en Springer lanceren International Journal of Multimedia Information Retrieval -
Dr. Michael Lew heeft Top Multimedia Onderzoeksartikel
I am the co-head of the LIACS Computer Systems, Imagery and Media Research cluster (30+ members), which is one of the two main research groups at the computer science department at Leiden University. In addition, as a member of the LIACS Scientific Council, I am responsible for steering the general direction of computer science research at Leiden University. My group's mission is to investigate new paradigms for the retrieval and understanding of multimedia information by developing new deep learning approaches.
My research interests focus on the frontiers of multimedia retrieval and deep learning. In many situations there is no annotation for images and video in which case the only possibility is to analyze the pictorial content. How can we develop new deep learning architectures to understand imagery based on the pictorial content? How can we endow search engines, robots and computer automobile drivers with visual intellligence? By studying the computational mixture composed of humans, artificial intelligence, network modeling, probabilistic reasoning, neuroscience, and multi-modal analysis, we may be able to provide answers to the questions in our lifetimes.
Universitair hoofddocent
- Wiskunde en Natuurwetenschappen
- Leiden Inst Advanced Computer Sciences
- Guo Y. & Lew M.S.K. (2017), Bag of Surrogate Parts: one inherent feature of deep CNNs. In: Wilson R.C., Hancock E.R., Smith W.A.P. (red.) Proceedings of the British Machine Vision Conference 2016.. 156.
- Lew M.S.K. (2016), Special issue on visual information retrieval, International Journal of Multimedia Information Retrieval 5(1): 1-2.
- Lew M.S.K. (2016), State of the journal, International Journal of Multimedia Information Retrieval 5(2): 71-72.
- Lew M.S.K. (2016), Top multimedia information retrieval papers, International Journal of Multimedia Information Retrieval 5(3): 133-134.
- Liu Y. & Lew M.S.K. (2016), Learning Relaxed Deep Supervision for Better Edge Detection. In: Proceedings 2016 IEEE Conference on Computer Vision and Pattern Recognition. Danvers: IEEE. 231-240.
- Guo Y., Oerlemans A., Lao S., Wu S. & Lew M.S.K. (2016), Deep learning for visual understanding, Neurocomputing 187: 27-48.
- Wu S. & Lew M.S.K. (2016), Comparison of Information Loss Architectures in CNNs. In: Chen E., Yihong G., Yun T. (red.) Advances in Multimedia Information Processing - PCM 2016. nr. 9917 Cham: Springer International Publishing. 346-354.
- Wu S., Lew M.S.K. & (2016), Image Correspondences Matching Using Multiple Features Fusion. In: Hua G., Jegou H. (red.) Computer Vision - ECCV 2016 Workshops. nr. LNCS 9913: Springer.
- Wu S., Oerlemans A., Bakker E.M. & Lew M.S.K. (2016), Deep Binary Codes for Large Scale Image Retrieval, Neurocomputing .
- Liu Y., Guo Y., Wu S. & Lew M.S.K. (2015), DeepIndex for Accurate and Efficient Image Retrieval. In: Proceedings of the 5th ACM on International Conference on Multimedia Retrieval (ICMR 2015).. Shanghai, China: ACM. 43-50.
- Lew M.S.K. (red.) (2015), Special issue on Video Retrieval nr. 4(1).
- Chang S.-F., Huang T.S., Lew M.S.K. & Thomee B. (red.) (2015), Special issue on Concept Detection with Big Data nr. 4(2).
- Guo Y., Lao S., Liu Y., Bai L., Liu S. & Lew M.S.K. (2015), Convolutional Neural Networks Features: Principal Pyramidal Convolution. In: Advances in Multimedia Information Processing - PCM 2015 - 16th Pacific-Rim Conference on Multimedia. nr. LNCS 9314: Springer. 245-253.
- Guo Y., Bai L, Lao S., Wu S. & Lew MS. (2014), A Comparison between Artificial Neural Network and Cascade-Correlation Neural Network in Concept Classification. In: Proceedings Pacific RIM Conference on Multimedia 2014. 248-253.
- Wu S. & Lew M.S. (2014), RIFF: Retina-inspired Invariant Fast Feature Descriptor. In: Proceedings ACM Multimedia 2014. 1129-1132.
- Zhang Q., Zaaijer S., Wu S. & Lew M.S. (2014), 3D Image Browsing: The Planets [poster]. In: Proceedings ICMR. 511.
- Wu S. & Lew M.S. (2014), Salient features for visual word based image copy detection [poster]. In: Proceedings ICMR 2014.
- Lew M.S. et al (Red.) (2014), Special issue on ACM ICMR 2014 best papers in image retrieval International Journal of Multimedia Information Retrieval nr. 3(4): Springer.
- Lew M.S. et al (Red.) (2014), Special issue on Multimedia information retrieval: best papers and expanding frontiers International Journal of Multimedia Information Retrieval nr. 3(2): Springer.
- Lew M.S. (2013), International ranking of the ACM Internationl Conference on Multi Media Retrieval (ICMR), International Journal of Multimedia Information Retrieval 2(4): 227-228.
- Lew M.S. (2013), Best papers in multimedia information retrieval, International Journal of Multimedia Information Retrieval 2(2): 71-72.
- Gast E., Oerlemans A. & Lew M.S. (2013), Very large scale nearest neighbor search: ideas, strategies and challenges, International Journal of Multimedia Information Retrieval 2(4): 229-241.
- Thomee B., Bakker E.M. & Lew M.S. (2013), Visual concept detection in the MIRFLICKR/ImageCLEF benchmark, Computer vision and image understanding : CVIU 117(5): 451-452.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2013), An evaluation of content-based duplicate image detection methods for web search. In: Proceedings IEEE International Conference on Multimedia and Expo. article 202.
- Wu S. & Lew M.S. (2013), Evaluation of salient point methods. In: Proceedings ACM International Conference on Multimedia. 685-688.
- Thomee B. & Lew M.S. (2012), Interactive search in image retrieval: a survey, International Journal of Multimedia Information Retrieval 1(2): 71-86.
- Li Zhenyang & Lew M.S. (2012), Cost-sensitive learning in social image tagging: review, new ideas and evaluation, International Journal of Multimedia Information Retrieval 1(4): 205-222.
- Zhang Qi & Lew M.S. (2012), The Leiden Augmented Reality System (LARS). In: Proceedings Computer Vision (ECCV 2012) Lecture notes in Computer Science: Springer. 639-642.
- Qiu Guoping, Lam Kin-Man, Kyia Hitoshi, Xue Xiangyang, Jay Kuo C.C. & Lew M.S. (2011), Advances in Multimedia Information Processing - PCM 2010 - 11th Pacific Rim Conference on Multimedia, part II. Heidelberg: Springer.
- Oerlemans A.A.J. & Lew M.S. (2011), RetrievalLab: a programming tool for content based retrieval. In: Proceedings of the 1st International Conference on Multimedia Retrieval, ICMR 2011: ACM. 2 pages.
- Zhou Z. & Lew M.S. (2011), Evaluation of Automatic Tag Classification. In: Proceedings of Interactive Multimedia Systems. 12 pages.
- Tao R. & Lew M.S. (2011), Hypothesis based Sub-Image Retrieval. In: Proceedings of Interactive Multimedia Systems. 11 pages.
- Lew M.S. (2011), Intelligent Media Systems. In: Proceedings of Interactive Multimedia Systems. 2 pages.
- Thomee B. & Lew M.S. (2010), Beyond Google, Eureka magazine: 6-8.
- Thomee B., Bakker E.M. & Lew M.S. (2010), TOP-SURF: a visual words toolkit. In: Proceedings of the 18th ACM International Conference on Multimedia (MM'10). 1473-1476.
- Qiu G., Lam K.M., Kiya H., Xue Xiangyang, Jay Kuo C.C. & Lew M.S. (2010), Proceedings Advances in Multimedia Information Processing - PCM 2010 - 11th Pacific Rim Conference on Multimedia, Part I. Heidelberg Berlin: Springer.
- Huiskes M.J., Thomee B. & Lew M.S. (2010), New trends and ideas in visual concept detection: the MIR flickr retrieval evaluation initiative. In: Proceedings of the 11th ACM SIGMM International Conference on Multimedia Information Retrieval, MIR 2010: ACM. 527-536.
- Oerlemans A.A.J. & Lew M.S. (2010), Minimum explanation complexity for MOD based visual concept detection. In: Proceedings of the 11th ACM SIGMM International Conference on Multimedia Information Retrieval, MIR 2010: ACM. 567-576.
- Kim H. & Lew M.S. (2010), Social webconsciousness. In: Proceedings of the 1st ACM international Workshop on Connected Multimedia: ACM. 3-8.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2009), Deep Exploration for Experiential Image Retrieval. In: Proceedings of the 17th International Conference on Multimedia. 673-676.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2009), An Exploration-Based Interface for Interactive Image Retrieval. In: Proceedings of the 6th IEEE International Symposium on Image and Signal Processing. 192-197.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2009), Combining Visual Exploration and Searching for Interactive Texture Retrieval. In: Proceedings of the 21st Benelux Conference of Artificial Intelligence. paper 16.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2009), Large Scale Evaluation of Image Copy Detection Methods. In: Proceedings of the 15th annual conference of the Advanced School for Computing and Imaging. paper 19.
- Oerlemans A.A.J., Zhang Q. & Lew M.S. (2009), Construction of Texture Features. In: Proceedings 6th IEEE International Symposium on Image and Signal Processing.
- Oerlemans A.A.J., Lew M.S. & Bakker E.M. (2009), Visual Concept Detection using MOD Salient Points. In: Proceedings 21st Benelux Conference on Aritificial Intelligence.
- Huiskes M.J. & Lew M.S. (2009), Hierarchical Annotation for Large Image Collections. In: Theseus/ImageCLEF Workshop on Visual Information Retrieval Evaluation.
- Kerhoff van S., Lew M.S. & Kettley S. (2009), An exploration of a diversity of vision in digital art projects in relation to issues of engagement. In: Proceedings Fifth European Symposium on Gender and ICT (GICT 2009).
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2008), Using an Artificial Imagination for Content-Based Image Retrieval. In: Fourteenth Annual Conference of the Advanced School for Computing and Imaging. 116-120.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2008), Using an Artificial Imagination for Texture Retrieval. In: 19th International Conference on Pattern Recognition.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2008), Large Scale Image Copy Evaluation. In: ACM International Conference on Multimedia Information Retrieval. New York: ACM. 59-66.
- Sebe N., Tian Q., Lew M.S. & Huang T.S. (2008), Similarity Matching in Computer Vision and Multimedia, Computer vision and image understanding : CVIU 110(3): 309-311.
- Huiskes M.J. & Lew M.S. (2008), The MIR Flickr Retrieval Evaluation. In: ACM International Conference on Multimedia Information Retrieval. New York: ACM. 39-43.
- Huiskes M.J. & Lew M.S. (2008), Performance Evaluation of Relevance Feedback Methods. In: ACM International Conference on Image and Video Retrieval. New York: ACM. 239-248.
- Oerlemans A.A.J. & Lew M.S. (2008), Interest Points Based on Maximization of Distinctiveness. In: ACM International Conference on Multimedia Information Retrieval. New York: ACM. 202-207.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2008), Large scale image copy detection evaluation. In: Multimedia Information Retrieval 2008. 59-66.
- Lew M.S. (2007), Visual Information Retrieval: Future Directions and Grand Challenges. In: 9th International Conference, VISUAL 2007 Lecture notes in Computer Science. 1-4.
- Lew M.S., Bakker E.M., Sebe N. & Huang T.S. (2007), Human Computer Intelligent Interaction: A Survey. In: IEEE HCI, IEEE International Workshop, HCI 2007 Lecture notes in Computer Science: Springer. 1-5.
- Lew M.S., Sebe N. & Huang T.S. (2007), The Age of Human Computer Interaction, Image and Vision Computing 25(12): 1833-1835.
- Oerlemans A.A.J. & Lew M.S. (2007), Texture Classification: What can be done with 1 or 2 features?. In: ASCI. 405-413.
- Oerlemans A.A.J., Rijsdam J.T. & Lew M.S. (2007), Real-Time Object Tracking with Relevance Feedback. In: 6th ACM international conference on Image and video retrieval: The Netherlands Pages. 101-104.
- Rijsdam J.T., Oerlemans A.A.J. & Lew M.S. (2007), A Flight Through Query Space. In: Proc. of ASCI. 422-425.
- Sebe N., Lew M.S., Sun Y., Cohen I., Gevers T. & Huang T.S. (2007), Authentic Facial Expression, Image and Vision Computing 25(2): 1856-1863.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2007), Visual Information Retrieval Using Synthesized Imagery. In: Proceedings of the 6th ACM international conference on Image and video retrieval. 127-130.
- Thomee B., Huiskes M.J., Bakker E.M. & Lew M.S. (2007), An Artificial Imagination for Interactive Search. In: IEEE HCI, IEEE International Workshop, HCI 2007 Lecture notes in Computer Science: Springer. 19-28.
- Thomee B. & Lew M.S. (2007), The Matrix: Integrating Audio, Visual and 3D Structure in a Real-Time Virtual World. In: Proc. of ASCI. 445-449.
- Thomee B. & Lew M.S. (2007), Relevance Feedback in Content-Based Image Retrieval: Promising Directions. In: Proc. of ASCI. 450-456.
- Yu F., Oerlemans A.A.J., Bakker E.M. & Lew M.S. (2007), Automatic Registration of Microtubule Images. In: Proc. of ASCI. 471-476.
- Lew M.S., Sebe N., Huang T.S. & Bakker E.M. (2007), Computer Vision in Human Computer Interaction. In: IEEE HCI - LNCS, IEEE International Workshop, HCI 2007 Lecture notes in Computer Science: Springer.
- Ghafoor A., Zhang Z., Lew M.S. & Zhou Z. (2006), Introduction to machine learning approaches to multimedia information retrieval, ACM Multimedia Systems Journal 12(1): 1-2.
- Huang T., Sebe N., Lew M.S., Pavlovic V., Kolsch M., Galata A. & Kisacanin B. (2006), Computer Vision in Human-Computer Interaction Lecture notes in Computer Science. Heidelberg: Springer.
- Lew M.S., Sebe N., Djeraba C. & Jain R. (2006), Content-based Multimedia Information Retrieval: State of the Art and Challenges. In: ACM Transactions on Multimedia Computing, Communications, and Applications. 1-19.
- Leow W., Lew M.S., Chua T. & Ma W. (2005), Introduction to Image and Video Retrieval, Proceedings of the International Conference on Image and Video Retrieva (CIVR 2005). Berlin: Springer-Verlag.
- Djeraba C., Sebe N. & Lew M.S. (2005), Systems and Architectures for Multimedia Information Retrieval, ACM Multimedia Systems Journal 10(6): 457-463.
- Haas M. de, Oerlemans A.A.J. & Lew M.S. (2005), Relevance Feedback Methods In: Content Based Retrieval And Video Summarization. In: Proceedings of IEEE International Conference on Multimedia and Expo. 1038-1041.
- Oerlemans A.A.J., Lew M.S. & Bakker E. (2005), Detecting and Identifying Moving Objects in Real-Time. In: Proceedings of the Conference of the Advanced School for Computing and Imaging (ASCI). 358-365.
- Sebe N., Lew M.S. & Huijsmans D.P. (1998), Towards optimal ranking metrics., Romanian Journal of Information Science and Technology 1(3): 267-285.
- Sebe N. & Lew M.S. (1998), A Maximum Likelihood Investigation into Color Indexing.. onbekend: LIACS.
- Sebe N., Lew M.S. & Huijsmans D.P. (1998), Towards optimal ranking metrics.. In: International Symposium on Computer Graphics, Image Processing and Vision, SIBGRAPI'98. 379-386.
- Sebe N., Lew M.S. & Huijsmans D.P. (1998), Which ranking metric is optimal - with applications in image retrieval and stereo. In: 14th International Conference on Pattern Recognition, ICPR'98. 265-271.
- Sebe N., Lew M.S. & Huijsmans D.P. (1998), How to determine an optimal ranking metric.. In: ASCI'98, June, 1998, Lommel, Belgium.
- Klink M. van & Lew M.S. (1998), Decimation of Visible Surfaces. In: Proc. of ICPR 98, Aug. 17-20, 1998. 409-411.
- Lew M.S. (1998), Face Perception Using Information Theory. In: Proc. of CISST 98, July 6-9, 1998. 242-246.
- Lew M.S. (1998), Challenges in Searching for Multimedia: MGEG7, Very Large Databases, and WWW Search. In: Proc. of ASCI 98, June 9-11, 1998. 13-14.
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