Distribution-based similarity for multi-represented multimedia objects
作者： Hans-Peter Kriegel , Peter Kunath , Alexey Pryakhin , Matthias Schubert
DOI: 10.1007/978-3-540-77409-9_15
关键词: Representation (mathematics) 、 Computer science 、 Similarity (network science) 、 Feature (computer vision) 、 Pattern recognition 、 Artificial intelligence 、 Similarity heuristic 、 Multimedia 、 Semantic similarity 、 Probability distribution 、 Data mining 、 Precision and recall 、 Normalized compression distance
摘要: In modern multimedia databases, objects can be represented by a large variety of feature representations. order to employ all available information in best possible way, joint statement about object similarity must derived. this paper, we present novel technique for multi-represented estimation which is based on probability distributions modeling the connection between distance value and similarity. To tune these distribution functions model each representation, propose bootstrapping approach maximizing agreement distributions. Thus, capture general notion implicitly given relationships our does not need any training examples. experimental evaluation, demonstrate that new offers superior precision recall compared standard measures real world audio data set.
springer.com
sci-hub.st 参考文章(14)
H.-P. Kriegel, P. Kroger, P. Kunath, A. Pryakhin, Effective similarity search in multimedia databases using multiple representations conference on multimedia modeling. pp. 389- 392 ,(2006) , 10.1109/MMMC.2006.1651355
J.R. Smith, A. Jaimes, C.-Y. Lin, M. Naphade, A.P. Natsev, B. Tseng, Interactive search fusion methods for video database retrieval international conference on image processing. ,vol. 1, pp. 741- 744 ,(2003) , 10.1109/ICIP.2003.1247068
Y. Rui, T.S. Huang, S. Mehrotra, Content-based image retrieval with relevance feedback in MARS international conference on image processing. ,vol. 2, pp. 815- 818 ,(1997) , 10.1109/ICIP.1997.638621
Tat-Seng Chua, Wai-Chee Low, Chun-Xin Chu, Relevance feedback techniques for color-based image retrieval conference on multimedia modeling. pp. 24- 31 ,(1998) , 10.1109/MULMM.1998.722971
Milind R. Naphade, Roy R. Wang, Thomas S. Huang, Multimodal pattern matching for audio-visual query and retrieval Storage and Retrieval for Image and Video Databases. ,vol. 4315, pp. 188- 195 ,(2001) , 10.1117/12.410927
Fredric C. Gey, Inferring probability of relevance using the method of logistic regression international acm sigir conference on research and development in information retrieval. pp. 222- 231 ,(1994) , 10.5555/188490.188560
Joon Ho Lee, Analyses of multiple evidence combination international acm sigir conference on research and development in information retrieval. ,vol. 31, pp. 267- 276 ,(1997) , 10.1145/258525.258587
E. Wold, T. Blum, D. Keislar, J. Wheaten, Content-based classification, search, and retrieval of audio IEEE MultiMedia. ,vol. 3, pp. 27- 36 ,(1996) , 10.1109/93.556537
Philip E. Gill, Walter Murray, Algorithms for the Solution of the Nonlinear Least-Squares Problem SIAM Journal on Numerical Analysis. ,vol. 15, pp. 977- 992 ,(1978) , 10.1137/0715063
S. Aksoy, R.M. Haralick, F.A. Cheikh, M. Gabbouj, A weighted distance approach to relevance feedback international conference on pattern recognition. ,vol. 4, pp. 4812- 4815 ,(2000) , 10.1109/ICPR.2000.903041