[3]   A. Natsev, M. Naphade and J. R. Smith, "Semantic Space Processing of Multimedia Content", Proc. of SIG KDD, Seattle, WA, Aug. 2004.

[4]   M. Naphade and J. R. Smith, "Active Learning for Simultaneous Annotation of Multiple Binary Concepts", Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Taipei, Taiwan, June 2004.

[5]   M. Naphade, A. Natsev, C. Lin and J. R. Smith, "Multi-granular Detection of Regional Semantic Concepts", Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Taipei, Taiwan, June 2004.

[6]   J. R. Smith,, C.-Y. Lin, M. Naphade, A. Natsev, B. L. Tseng, “Video Indexing using Model Vectors,” IS&T/SPIE Electronic Imaging 2004: Storage and Retrieval for Media Databases, Jan., 2004.

[7]  Y. Wu, E. Y. Chang, K. C.-C. Chang,  J. R. Smith, “Optimal Multimodal Fusion for Multimedia Data Analysis,” ACM Multimedia (ACM MM-2004), Oct., 2004.

[8]   Y. Wu, C. Y. Lin, E. Y. Chang and J. R. Smith, “Multimodal Kernel Fusion for News Video Concept Detection,” IEEE Intl. Conf. on Image Processing (ICIP), Oct. 2004.

[9]   Y. Wu, B. L. Tseng and J. R. Smith, “Ontology-based Multi-Classification Learning for Video Concept Detection,” IEEE International Conference on Multimedia and Expo (ICME), June 2004.

Conference Publications (2003):

[1]   A. Natsev, J. R. Smith, “Active Selection for Multi-Example Querying by Content,” Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Baltimore, MD, July, 2003.

[2]   A. Natsev, M. Naphade, J. R. Smith, “Exploring Semantic Dependencies for Scalable Concept Detection,” Proc. IEEE Intl. Conf. on Image Processing (ICIP), Barcelona, ES, Sept., 2003.

[3]   A. Natsev, J. R. Smith, "New Anchor Selection Methods for Image Retrieval," Proc. SPIE/IS&T Electronic Imaging: Storage and Retrieval for Media Databases, San Jose, CA, Jan. 2003.

[4]   A. Natsev, M. Naphade, J. R. Smith, "Lexicon Design for Semantic Indexing in Media Databases," Proc. 28th Intl. Conf. on Comm. Technologies & Programming (ICT&P), Varna, Bulgaria, June, 2003.

[5]   A. Amir, W, Hsu, G. Iyengar, C.-Y.Lin, M. Naphade, A. Natsev, C. Neti, H. J. Nock, J. R. Smith, B. L. Tseng, Y. Wu, D. Zhang, “IBM Research TRECVID-2003 System,” Proc. NIST Text Retrieval Conf. (TREC), Gaithersburg, MD, Nov., 2003.

[6]   A. Jaimes, J. R. Smith, “Semi-Automatic, “Data-Driven Construction of Multimedia Ontologies,” Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Baltimore, MD, July, 2003.

[7]   A. Jaimes, B. L. Tseng, and J. R. Smith.  “Modal Keywords, Ontologies, and Reasoning for Video Understanding.”  Int’l Conference on Image and Video Retrieval, Urbana, Illinois, July 2003.

[8]   A. Jaimes, M. Naphade, H. Nock, J. R. Smith, and B. L. Tseng.  “Context Enhanced Video Understanding.”  IS&T/SPIE Symposium on Electronic Imaging – Storage and Retrieval for Media Databases, Santa Clara, CA, January 2003.

[9]   B. L. Tseng,  J. R. Smith “Hierarchical Video Summarization based on Context Clustering,” Proc. SPIE ITCOM: Internet Multimedia Management Systems IV, Orlando, FL, Sept.., 2003.

[10]  B. L. Tseng.  “Digital Image Acquisition and Continuous Zoom Display from Multiple-Resolution Views Using Heterogeneous Image Pyramids.”  IS&T/SPIE Symposium on Electronic Imaging – Visualization and Data Analysis, Santa Clara, CA, Jan. 2003.

[11]  B. L. Tseng, C.-Y. Lin, J. R. Smith, "Video Personalization and Summarization System based on User Preference and Usage Environment", JVIP, 2003.

[12]  B. Adams, A. Amir, G. Iyengar, C.-Y. Lin, M. Naphade, C. Neti, J.R. Smith, “Semantic Indexing of Multimedia Content Using Visual, Audio and Text Cues,” EURASIP JASP, Feb. 2003.

[13]  B. L. Tseng, C.-Y. Lin, M. Naphade, A. Natsev and J. R. Smith, “Normalized Classifier Fusion for Semantic Visual Concept Detection,” IEEE Intl. Conf. on Image Processing, Barcelona, Sep. 2003.

[14]  B. L. Tseng, C.-Y. Lin, D. Zhang and J. R. Smith, “Improved Text Overlay Detection in Videos Using a Fusion-Based Classifier,” IEEE Intl. Conf. on Multimedia & Expo, Baltimore, July 2003.

[15]  C.-S. Li, C. Aggrarwal, M. Campbell, Y.-C. Chang and G. Glass, V. Iyengar, M. Joshi, C.-Y. Lin, M. Naphade, J. R. Smith, B. L. Tseng, M. Wang, K.-L. Wu, P. S. Yu, “EpiSPIRE: A system for environmental and public health monitoring,” Dept. of Homeland Security Advanced Scientific Computing (ASC) Requirements Workshop, Crystal City, VA, October, 2003.

[16]  C.-S. Li, C. Aggrarwal, M. Campbell, Y.-C. Chang and G. Glass, V. Iyengar, M. Joshi, C.-Y. Lin, M. Naphade, J. R. Smith, B. L. Tseng, M. Wang, K.-L. Wu, P. S. Yu, “EPI-SPIRE: A Bio-surveillance System for Environmental and Public Health Activity Monitoring,” Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Baltimore, MD, July, 2003.

[17]  C.-Y. Lin, B. L. Tseng, J. R. Smith, “Improved Text Overlay Detection in Videos Using a Fusion-Based Classifier,” Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Baltimore, MD, July, 2003.

[18]  C.-Y. Lin, B. L. Tseng, M. Naphade, A. Natsev,  J. R. Smith, “VideoAL: A end-to-end MPEG-7 video automatic labeling system,” Proc. IEEE Intl. Conf. on Image Processing (ICIP), Barcelona, ES, Sept., 2003.

[19]  C.-Y. Lin, B. L. Tseng, and J. R. Smith.  “VideoAnnEx: IBM MPEG-7 Annotation Tool for Multimedia Indexing and Concept Learning.” Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Baltimore, MD, July, 2003.

[20]  C.-Y. Lin, B. L. Tseng and J. R. Smith, “Video Collaborative Annotation Forum: Establishing Ground-Truth Labels on Large Multimedia Datasets,” Proc. of TRECVID 2003 Workshop, Gaithersburg, MD, November 2003.

[21]  C.-Y. Lin, B. L. Tseng, J. R. Smith, M. Naphade and A. Natsev , “End-to-End Video Automatic Labeling System,” ACM Multimedia, Nov. 2003.

[22]  Zhang, B. L. Tseng, C.-Y. Lin and S.-F. Chang, “Accurate Overlay Text Extraction for Digital Video Analysis,” IEEE Intl. Conf. on Information Technology: Research and Education, Newark, Aug. 2003.

[23]  H. Nock, G. Iyengar, C.-Y. Lin, M. Naphade, C. Neti, J. R. Smith, and B. L Tseng.  “User-Trainable Video Annotation using Multi-modal Cues.”  Proc. SIGIR 2003, Toronto, Canada, July 2003.

[24]  J. R. Smith, A. Jaimes, C.-Y. Lin, M. Naphade, A. Natsev, B. L. Tseng, “Interactive Search Fusion Methods for Video Database Retrieval,” Proc. IEEE Intl. Conf. on Image Processing (ICIP), Barcelona, ES, Sept., 2003.

[25]  J. R. Smith, M. Naphade, A. Natsev, “Multimedia Semantic Indexing using Model Vectors,” Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Baltimore, MD, July, 2003.

[26]  J. R. Smith, “Towards Semantic Universal Multimedia Access,” Proc. 8th Intl. Workshop, VLBV-2003, Visual Content Processing and Representation, LNCS 2849, Springer, Madrid, ES., Sept., 2003.

[27]  J. R. Smith, C.-Y. Lin, B. L. Tseng “Multimedia resource transcoding for MPEG-21 digital item adaptation,” Proc. SPIE ITCOM: Internet Multimedia Management Systems IV, Orlando, FL, Sept.., 2003.

[28]  M. Naphade, J. R. Smith, “Learning Regional Semantic Concepts from Incomplete Annotations,” Proc. IEEE Intl. Conf. on Image Processing (ICIP), Barcelona, ES, Sept., 2003.

[29]  M. Naphade, J. R. Smith, “Learning Visual Models of Semantic Concepts,” Proc. IEEE Intl. Conf. on Image Processing (ICIP), Barcelona, ES, Sept., 2003.

[30]  M. Naphade, A. Jaimes, C.-Y. Lin, A. Natsev, J. R. Smith, B. L. Tseng, “A Framework for Moderate Vocabulary Semantic Visual Concept Detection,” Proc. IEEE Intl. Conf. on Multimedia and Expo (ICME), Baltimore, MD, July, 2003.

[31]  M. Naphade and J. Smith, “A Hybrid Framework for Detecting the Semantics of Concepts and Context”, 2nd Intl. Conf. on Image and Video Retrieval, pp. 196-205, Urbana, IL, June 2003

[32]  M. Naphade and J. Smith, “Mining the Semantics of Concepts and Context,” Intl. Workshop on Multimedia Data Management (MDM-KDD), 2003.

[33]  Y.-C. Chang, M. Hill, C.-S. Li, "PetroSPIRE: Indexing and Retrieval of seismic data for oil and gas exploration", Soc. Exploration Geophysicists, Dallas 2003.