Learning a discriminative classifier using shape context distances

作者: Hao Zhang , J. Malik

DOI: 10.1109/CVPR.2003.1211360

关键词: Classifier (UML)Contextual image classificationCognitive neuroscience of visual object recognitionPattern recognitionBoosting (machine learning)MathematicsArtificial intelligenceShape contextMargin classifierFeature vectorMachine learningDiscriminative model

摘要: For the purpose of object recognition, we learn one discriminative classifier based on prototype, using shape context distances as feature vector. From multiple prototypes, outputs classifiers are combined method called "error correcting output codes". The overall is tested a benchmark dataset and shown to outperform existing methods with far fewer prototypes.

参考文章(18)
T. G. Dietterich, G. Bakiri, Solving multiclass learning problems via error-correcting output codes Journal of Artificial Intelligence Research. ,vol. 2, pp. 263- 286 ,(1994) , 10.1613/JAIR.105
Daniel Sharvit, Jacky Chan, Hüseyin Tek, Benjamin B. Kimia, Symmetry-Based Indexing of Image Databases Journal of Visual Communication and Image Representation. ,vol. 9, pp. 366- 380 ,(1998) , 10.1006/JVCI.1998.0396
S. Belongie, J. Malik, J. Puzicha, Shape matching and object recognition using shape contexts IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 24, pp. 509- 522 ,(2002) , 10.1109/34.993558
Remco C. Veltkamp, Michiel Hagedoorn, State of the art in shape matching Principles of visual information retrieval. pp. 87- 119 ,(2000) , 10.1007/978-1-4471-3702-3_4
Reducing multiclass to binary: a unifying approach for margin classifiers Journal of Machine Learning Research. ,vol. 1, pp. 113- 141 ,(2001) , 10.1162/15324430152733133
Y. Amit, D. Geman, K. Wilder, Joint induction of shape features and tree classifiers IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 19, pp. 1300- 1305 ,(1997) , 10.1109/34.632990
M. Oren, C. Papageorgiou, P. Sinha, E. Osuna, T. Poggio, Pedestrian detection using wavelet templates computer vision and pattern recognition. pp. 193- 199 ,(1997) , 10.1109/CVPR.1997.609319
L.J. Latecki, R. Lakamper, T. Eckhardt, Shape descriptors for non-rigid shapes with a single closed contour computer vision and pattern recognition. ,vol. 1, pp. 1424- 1429 ,(2000) , 10.1109/CVPR.2000.855850
V. Roth, K. Tsuda, Pairwise coupling for machine recognition of hand-printed Japanese characters computer vision and pattern recognition. ,vol. 1, pp. 1120- 1125 ,(2001) , 10.1109/CVPR.2001.990656
T. Cover, P. Hart, Nearest neighbor pattern classification IEEE Transactions on Information Theory. ,vol. 13, pp. 21- 27 ,(1967) , 10.1109/TIT.1967.1053964