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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Geest in de machine: de diepe kenmerken van Yanming Guo -
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
- Lew M.S.K. (2017), ACM International Conference on Multimedia Retrieval (ICMR): current standing and impact, International Journal of Multimedia Information Retrieval 6(3): 189–191.
- Wu S., Oerlemans A., Bakker E.M. & Lew M.S.K. (2017), A comprehensive evaluation of local detectors and descriptors, Signal Processing: Image Communication 59: 150-167.
- Wu S., Oerlemans A., Bakker E.M. & Lew M.S.K. (2017), Deep Binary Codes for Large Scale Image Retrieval, Neurocomputing 257: 5-15.
- Liu Y. & Lew M.S.K. (2017), Improving the Discrimination between Foreground and Background for Semantic Segmentation. In: 2017 IEEE International Conference on Image Processing (ICIP).: IEEE Xplore. 1272-1276.
- Liu Y., Guo Y., Bakker E.M. & Lew M.S.K. (2017), Learning a Recurrent Residual Fusion Network for Multimodal Matching. In: 2017 IEEE International Conference on Computer Vision (ICCV) (2017).: IEEE Xplore. 4127-4136.
- Liu Y., Guo Y. & Lew M.S.K. (2017), On the Exploration of Convolutional Fusion Networks for Visual Recognition. In: Amsaleg L., Guðmundsson G. Þór, Gurrin C., Jónsson B. Þór, Satoh S. (red.) MultiMedia Modeling. nr. 10132: Springer International Publishing. 277-289.
- Liu Y., Guo Y. & Lew M.S.K. (2017), What Convnets Make for Image Captioning?. In: Amsaleg L., Guðmundsson G. Þór, Gurrin C., Jónsson B. Þór, Satoh S. (red.) MultiMedia Modeling. nr. 10132 cham: Springer International Publishing. 416-428.
- Guo Y. & Lew M.S.K. (2016), 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.: BMVA. 96.1-96.12.
- 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.
- 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), Image Correspondences Matching Using Multiple Features Fusion. In: Hua G., Jegou H. (red.) Computer Vision - ECCV 2016 Workshops. nr. LNCS 9913: Springer.
- 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.
- 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., 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.
- 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.
- 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).
- Lew M.S.K. (red.) (2015), Special issue on Video Retrieval nr. 4(1).
- Zhang Q., Zaaijer S., Wu S. & Lew M.S. (2014), 3D Image Browsing: The Planets [poster]. In: Proceedings ICMR.. 511.
- 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.
- 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.
- 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.
- Lew M.S. (2013), Best papers in multimedia information retrieval, International Journal of Multimedia Information Retrieval 2(2): 71-72.
- Wu S. & Lew M.S. (2013), Evaluation of salient point methods. In: Proceedings ACM International Conference on Multimedia.. 685-688.
- 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.
- 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.
- 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.
- Thomee B. & Lew M.S. (2012), Interactive search in image retrieval: a survey, International Journal of Multimedia Information Retrieval 1(2): 71-86.
- Zhang Qi & Lew M.S. (2012), The Leiden Augmented Reality System (LARS). In: Proceedings Computer Vision (ECCV 2012).: 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.
- 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.
- 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.
- Thomee B. & Lew M.S. (2010), Beyond Google, Eureka magazine : 6-8.
- 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.
- 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.
- 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.
- Kim H. & Lew M.S. (2010), Social webconsciousness. In: Proceedings of the 1st ACM international Workshop on Connected Multimedia.: ACM. 3-8.
- 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.
- 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.
- 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. (2009), Combining Visual Exploration and Searching for Interactive Texture Retrieval. In: Proceedings of the 21st Benelux Conference of Artificial Intelligence.. paper 16.
- 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..
- 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.
- Huiskes M.J. & Lew M.S. (2009), Hierarchical Annotation for Large Image Collections. In: Theseus/ImageCLEF Workshop on Visual Information Retrieval Evaluation..
- 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., Lew M.S. & Bakker E.M. (2009), Visual Concept Detection using MOD Salient Points. In: Proceedings 21st Benelux Conference on Aritificial Intelligence..
- 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.
- 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.
- 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.
- 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.
- 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.
- 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..
- Rijsdam J.T., Oerlemans A.A.J. & Lew M.S. (2007), A Flight Through Query Space. In: Proc. of ASCI.. 422-425.
- 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.: Springer. 19-28.
- 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.
- 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.: Springer.
- 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.: Springer. 1-5.
- 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.
- Thomee B. & Lew M.S. (2007), Relevance Feedback in Content-Based Image Retrieval: Promising Directions. In: Proc. of ASCI.. 450-456.
- Oerlemans A.A.J. & Lew M.S. (2007), Texture Classification: What can be done with 1 or 2 features?. In: ASCI.. 405-413.
- Lew M.S., Sebe N. & Huang T.S. (2007), The Age of Human Computer Interaction, Image and Vision Computing 25(12): 1833-1835.
- 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.
- Lew M.S. (2007), Visual Information Retrieval: Future Directions and Grand Challenges. In: 9th International Conference, VISUAL 2007.. 1-4.
- 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.
- Huang T., Sebe N., Lew M.S., Pavlovic V., Kolsch M., Galata A. & Kisacanin B. (2006), Computer Vision in Human-Computer Interaction. 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.
- 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.
- 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.
- 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.
- 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.
- Djeraba C., Sebe N. & Lew M.S. (2005), Systems and Architectures for Multimedia Information Retrieval, ACM Multimedia Systems Journal 10(6): 457-463.
- Sebe N. & Lew M.S. (1998), A Maximum Likelihood Investigation into Color Indexing.. onbekend: LIACS.
- 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.
- 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.
- Sebe N., Lew M.S. & Huijsmans D.P. (1998), How to determine an optimal ranking metric.. In: ASCI'98, June, 1998, Lommel, Belgium..
- 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. & 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.
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