Pseudo-Relevance Feedback for Multimedia Retrieval

作者: Rong Yan , Alexander G. Hauptmann , Rong Jin

DOI: 10.1007/978-1-4757-6928-9_11

关键词:

摘要: Video information retrieval requires a system to find rele-vant query which may be presented simultaneously in different ways through text description, audio, still images and/or video sequences. The actual search also takes place the text, image or domain. We present an approach that uses pseudo-relevance feedback from retrieved items are NOT similar relevant items. An evaluation on 2002 TREC Track queries shows this technique can substantially improve and performance real collection. believe negative great promise for very difficult multimedia tasks involve similarity, especially when combined with other agents.

参考文章(28)
Rong Jin, Alexander G. Hauptmann, Title Generation Using a Training Corpus international conference on computational linguistics. pp. 208- 215 ,(2001) , 10.1007/3-540-44686-9_23
Bernt Schiele, James L. Crowley, Object Recognition Using Multidimensional Receptive Field Histograms european conference on computer vision. pp. 610- 619 ,(1996) , 10.1007/BFB0015571
Robert E. Frederking, Jaime G. Carbonell, Ralf D. Brown, Yibing Geng, Yiming Yang, Danny Lee, Translingual Information Retrieval: A Comparative Evaluation international joint conference on artificial intelligence. pp. 708- 715 ,(1997)
Katia P. Sycara, Terry R. Payne, Leejay Wu, Christos Faloutsos, Multimedia Queries by Example and Relevance Feedback IEEE Data(base) Engineering Bulletin. ,vol. 24, pp. 14- 21 ,(2001)
Michael Christel, David Martin, Information Visualization Within a Digital Video Library intelligent information systems. ,vol. 11, pp. 235- 257 ,(1998) , 10.1023/A:1008638024786
Yoshiharu Ishikawa, Christos Faloutsos, Ravishankar Subramanya, MindReader: Querying Databases Through Multiple Examples very large data bases. pp. 218- 227 ,(1998)
P Haffner, O Chapelle, Vapnik, SVMs for Histogram Based Image Classification IEEE Transactions on Neural Networks. ,(1999)
R.W. Picard, T.P. Minka, M. Szummer, Modeling user subjectivity in image libraries international conference on image processing. ,vol. 2, pp. 777- 780 ,(1996) , 10.1109/ICIP.1996.561018
Alexander G. Hauptmann, Norman D. Papernick, Video-cuebik: adapting image search to video shots acm/ieee joint conference on digital libraries. pp. 156- 157 ,(2002) , 10.1145/544220.544250