Publications

Recent Talks

  1. The IBM TREC Video 2003 Concept Detection System, NIST, Gaithersburg, MD, Nov 2003
  2. Tutorial Presentation at IEEE ICME 2003 on Multimedia Learning for Semantic Modeling

Conference Publications

  1. " Probabilistic Multimedia Objects Multijects: A novel Approach to Indexing and Retrieval in Multimedia Systems ", Proc. I.E.E.E. International Conference on Image Processing, Volume 3, pages 536-540, Oct 1998, Chicago, IL
  2. “A Factor Graph Framework for Semantic Indexing and Retrieval in Video”, Content-Based Access of Image and Video Library 2000 June 12, 2000 held in conjunction with the IEEE Computer Vision and Pattern Recognition 2000.
  3.  “Semantic Video Indexing using a probabilistic framework”, IAPR International Conference on Pattern Recognition, Barcelona, Spain, 3-8 September 2000
  4. “A Probabilistic Framework for Semantic Indexing and Retrieval in Video”, IEEE International Conference on Multimedia and Expo, New York, 31 July-2 August 2000
  5. “Inferring Semantic Concepts for Video Indexing and Retrieval”, IEEE Intl. Conference on Image Processing, Vancouver, Canada, September 2000
  6.  “Probabilistic Semantic Video Indexing”, to be presented at NIPS 2000, Denver, Colorado
  7. “Semantic Filtering of Video Content”, to be presented at SPIE, Storage and Retrieval for Media Databases, Jan 2001, San Jose
  8. “A Probabilistic Framework for Recognizing Audio-visual Semantics”, presented at the ARL Workshop FEDLAB 2001.
  9. “Detecting semantic concepts using context and audio-visual features”, presented at the workshop on Event Detection held in conjunction with ICCV 2001.
  10. “Classifying Motion Picture Soundtrack for Video Indexing”, presented at the second International Conference on Multimedia in Japan, 2001.
  11. “Duration-dependent input-output Markov models for audio-visual event detection”, presented at the second International Conference on Multimedia in Japan, 2001.
  12. “Recognizing High-level Concepts for Video Indexing”, to be presented at the CBMI 2001
  13. “Recognizing High-level Audio-visual Concepts using Context”, to be presented at the ICIP 2001
  14. "A High Performance Shot Boundary Detection Algorithm using multiple cues" , Proc. I.E.E.E. International Conference on Image Processing, Volume 2, pages 884-887, Oct 1998, Chicago, IL.
  15. “A Novel Scheme for fast and efficient video sequence matching using compact signatures”, Proc. SPIE, Storage and Retrieval for Media Databases 2000, M. Naphade et al, Volume 3972, pages 564-572, Jan 2000, San Jose, CA
  16. “Stochastic modeling of soundtrack for efficient segmentation and indexing of video”, Proc. SPIE, Storage and Retrieval for Media Databases 2000, M. Naphade et al, Volume 3972, pages 168-176, Jan 2000, San Jose, CA
  17. “Multimodal pattern matching for audio-visual query and retrieval”, Proc. SPIE, Storage and Retrieval for Media databases, M. Naphade et al, Volume 4315, pages 188-195, Jan 2001, San Jose, CA.
  18. “Supporting Audio-visual Query using dynamic programming”, ACM Multimedia, Oct 2001.
  19. “Learning Sparse Multiple Cause Models”, IAPR International Conference on Pattern Recognition, Barcelona, Spain, 3-8 September 2000
  20. “Image Classification using labeled and unlabeled images”, to be presented at the SPIE Intl. Symposium on Voice, Video and Data Communications, Program on “Internet Multimedia Management Systems”, Nov 6 2000 Boston
  21. “Multimedia Understanding: Challenges in the new millennium”, IEEE Intl. Conference on Image Processing, Vancouver, Canada, September 2000
  22. “MARS (Multimedia Analysis and Retrieval System):  A test-bed for video indexing, browsing, searching, filtering and summarization”, T. S. Huang and Milind Naphade, International Workshop on Multimedia Data Storage, Retrieval, Integration and Applications, Hong Kong Polytechnic University EIE Dept., 13-15 January, 2000, (Keynote Speech given by Prof. Thomas Huang)
  23. M. Naphade, C. Lin, J. Smith, B. Tseng and S. Basu, "Learning to Annotate Video Databases", SPIE Storage and Retrieval for Media Databases, Jan 2002, San Jose, CA
  24. J. Smith, S. Srinivasan, A. Amir, S. Basu, G. Iyengar, C. Lin, Milind Naphade, D. Ponceleon, and B Tseng, "Integrating Features, Models, and Semantics for TREC Video Retrieval," NIST TREC-10 Text Retrieval Conference, Gaithersburg, Maryland, November 2001.
  25. M. Naphade and S. Basu, "Special Session on Statistical Learning in Multimedia Processing", IEEE International Conference on Acoustics, Speech and Signal Processing, May 2002, Orlando, FL
  26. S. Basu, M. Naphade and J. Smith, "A Statistical Modeling Approach to Content-based Video Retrieval", IAPR International Conference on Pattern Recognition, Aug 2002, Quebec City, Canada
  27. M. Naphade,  "Statistical Media Analysis in Video Indexing", SPIE ITCOM, Internet Multimedia Management Systems III, Aug 2002, Boston, MA
  28. M. Naphade, C. Lin and J. Smith, "Learning Semantic Multimedia Representations from a Small Set of Examples ", IEEE International Conference on Multimedia and Expo, Aug 2002, Lusanne, Switzerland.
  29. M. Naphade, S. Basu, J. Smith, C. Lin and B. Tseng, "Modeling Semantic Concepts to Support Query by Keywords in Video", IEEE International Conference on Image Processing, Sep 2002, Rochester, NY.
  30. M. Naphade, "Statistical Techniques in Video Data Management", to be published in IEEE Multimedia Signal Processing Workshop, Dec 2002, US Virgin Islands
  31. M. Naphade and J. Smith, "The Role of Classifiers in Video Indexing", to be published in Proceedings, SPIE Storage and Retrieval for Media Databases, Jan 2003, San Jose, CA
  32. M. Naphade and J. Smith, "A Hybrid Framework for Detecting the Semantics of Concepts and Context", 2nd International Conference on Image and Video Retrieval, pp. 196-205, Urbana, IL, June 2003
  33. M. Naphade and J. Smith, "Learning Regional Semantic Concepts from Incomplete Annotation", IEEE International Conference on Image Processing, Barcelona 2003
  34. M. Naphade and J. Smith, "Mining the Semantics of Concepts and Context", MDM-KDD 2003,
  35. The IBM Research TREC-2002 Video Retrieval System, NIST TREC 2002 notebook paper
  36. M. Naphade et al, "Learning Visual Models of Semantic Concepts", IEEE International Conference on Image Processing, Barcelona 2003
  37. J. Smith A. Natsev, M. Naphade, C. Lin and B. Tseng, "Interactive Search Fusion Methods for Video Database Retrieval", IEEE International Conference on Image Processing, Barcelona 2003
  38. A. Natsev, M. Naphade and J. Smith, "Exploring Semantic Dependencies for Scalable Concept Detection", IEEE International Conference on Image Processing, Barcelona 2003
  39. M. Naphade and J. Smith, A Framework for Moderate Vocabulary Semantic Visual Concept Detection", IEEE ICME 2003
  40. J. Smith, C. Lin, M. Naphade, A Natsev and B Tseng, "Multimedia Semantic Indexing using Model Vectors", IEEE ICME 2003
  41. C. Lin, B Tseng, M. Naphade, A. Natsev and J. Smith, "Video-AL: An End to End Concept Detection System", IEEE ICIP 2003, Barcelona, Spain
  42. B. Tseng, C. Lin, M. Naphade, A. Natsev and J. Smith, "Ensemble Fusion for Enhancing Semantic Concept Detection Performance"
  43. J. R. Smith, A. Jaimes, C.-Y. Lin, M. Naphade, A. Natsev, B. Tseng, "Interactive Search Fusion Methods for Video Database Retrieval," Proc. IEEE Intl. Conf. on Image Processing (ICIP), Barcelona, ES, Sept., 2003.
  44. A. Natsev, M. Naphade and J. Smith, "Lexicon Design for Semantic Indexing in Media Databases", International Conference on Communication Technologies and Programming, Varna Bulgaria, 2003
  45. HJ Nock, W Adams, G Iyengar, C-Y Lin, M R Naphade, C Neti, B Tseng, JR Smith, "User-trainable Video Annotation using Multimodal Cues", Proc. SIGIR 2003

Journal Publications

  1. A Probabilistic Framework for Semantic Video Indexing, Filtering and Retrieval ", IEEE Transactions on Multimedia, Volume 3, No. 1, pages 141-151, March 2001, Special Issue on Multimedia over IP.
  2. “Audio-visual Query and Retrieval: A System that uses Dynamic Programming and Relevance Feedback”, to be published in Journal of Electronic Imaging, Oct 2001, Special Issue on Storage and Retrieval of Media Databases.
  3. “A Factor Graph Framework for Semantic Video Indexing”, accepted for publication in IEEE Transactions on Circuits and Systems for Video Technology
  4. “Extracting Semantics from Audio-visual Content: The Final Frontier in Multimedia Retrieval”, to be published in the IEEE Transactions on Neural Networks
  5. W. Adams, G. Iyengar, C. Lin, M. Naphade, C. Neti, H. Nock, J. Smith, "Semantic Indexing of Multimedia Content using Visual, Audio and Text Cues", EURASIP Journal on Applied Signal Processing, vol. 2, pp 1-16, 2003
  6. M. Naphade, "On Supervision and Statistical Learning for Semantic Multimedia Analysis", to be published in Elsevier Journal on Visual Communications and Image Representation, 2004.

Book Chapters

  1. M. Naphade, C. Li and T. Huang, "Discovering Recurrent Events in Multichannel Data Streams Using Unsupervised Methods", Next Generation Data Mining
  2. Statistical Multimedia Analysis for Semantic Concept Detection, DIMACS Workshop Proceedings.