Publications

• Image Segmentation Using Salient Points-Based Object Templates
  by Hui Zhang and Sally A. Goldman. In Proceedings of the 13th International Conference on Image Processing (ICIP), October 2006, to appear.
• MISSL: Multiple-Instance Semi-Supervised Learning
  by Rouhollah Rahmani and Sally A. Goldman. In Proceedings of the 23rd International Conference on Machine Learning (ICML), June 2006, to appear.
• Meta-Evaluation of Image Segmentation Using Machine Learning
  by Hui Zhang, Sharath Cholleti, Sally A. Goldman and Jason E. Fritts. In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2006, to appear.
• Perceptual Information of Images and the Bias in Homegeneity-based Segmentation
  by Hui Zhang and Sally A. Goldman. In Proceedings of the 5th IEEE Workshop on Perceptual Organization in Computer Vision (POCV), June 2006, to appear.
• Localized Content-Based Image Retrieval (invited paper)
  by Rouhollah Rahmani, Sally A. Goldman, Hui Zhang, John Krettek and Jason E. Fritts. In Proceedings of ACM Workshop on Multimedia Image Retrieval, pages 227-236, Nobember 2005.
• A Co-evaluation Framework for Improving Segmentation Evaluation
  by Hui Zhang, Jason E. Fritts, and Sally A. Goldman. In Proceedings of IS&T/SPIE's Deense and Security Symposium -- Signal Processing, Sensor Fusion and Target Recognition XIV, SPIE Vol. 5809, March 2005.
• A Fast Texture Feature Extraction Method for Region-based Image Segmentation
  by Hui Zhang, Jason E. Fritts, and Sally A. Goldman. In Proceedings of IS&T/SPIE's 16th Annual Symposium on Image and Video Communication and Processing, SPIE Vol. 5685, January 2005.
• An Entropy-based Objective Evaluation Method for Image Segmentation
  by Hui Zhang, Jason E. Fritts, and Sally A. Goldman. In Proceedings of IS&T/SPIE's 16th Annual Symposium on Electronic Imaging Conference on Storage and Retrieval Methods and Applications for Multimedia, SPIE Vol. 6307, January 2004.
• Content-Based Image Retrieval Using Multiple-Instance Learning
  by Qi Zhang, Sally A. Goldman, Wei Yu, and Jason E. Fritts. In Proceedings of the Nineteenth International Conference on Machine Learning (ICML 2002), July 2002.
• EM-DD: An Improved Multiple-Instance Learning Technique
  In Proceedings of Neural Information Processing Systems (NIPS 2001), 2001.
• Multiple-Instance Learning of Real-Valued Data
  by Robert A. Amar, Daniel R. Dooly, Sally A. Goldman and Qi Zhang. Journal of Machine Learning Research, 3: 651-678, December 2002. Special Issue on ICML 2001.