Canonical correlation analysis of local feature set for view-based object recognition

作者: Xian-Hua Han , Yen-Wei Chen , Xiang Ruan

DOI: 10.1109/ICIP.2011.6116496

关键词:

摘要: In this paper, we propose to use local feature set for image representation, which can represent variations in an object's appearance due changing viewpoint or camera pose. It was evidenced that usually only a part of the object are appeared common when taking photo different view points. With comparison features extracted from positions images, be recognized is two take photos one Canonical Correlation (also known as principle canonical angles), thought angles between d-dimensional subspace, similarity measure sets. The proposed approach evaluated various view-based datasets (Coil-100 and ETH80) category recognition. Experiments show performance advantages our achieved over existing techniques.

参考文章(10)
Ming-Hsuan Yang, Dan Roth, Narendra Ahuja, Learning to Recognize 3D Objects with SNoW Computer Vision - ECCV 2000. pp. 439- 454 ,(2000) , 10.1007/3-540-45054-8_29
D. Roobaert, M.M. Van Hulle, View-based 3D object recognition with support vector machines Neural Networks for Signal Processing IX: Proceedings of the 1999 IEEE Signal Processing Society Workshop (Cat. No.98TH8468). pp. 77- 84 ,(1999) , 10.1109/NNSP.1999.788125
B. Leibe, B. Schiele, Analyzing appearance and contour based methods for object categorization computer vision and pattern recognition. ,vol. 2, pp. 409- 415 ,(2003) , 10.1109/CVPR.2003.1211497
M. Pontil, A. Verri, Support vector machines for 3D object recognition IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 20, pp. 637- 646 ,(1998) , 10.1109/34.683777
Hiroshi Murase, Shree K. Nayar, Visual learning and recognition of 3-D objects from appearance International Journal of Computer Vision. ,vol. 14, pp. 5- 24 ,(1995) , 10.1007/BF01421486
S. Satoh, Comparative evaluation of face sequence matching for content-based video access ieee international conference on automatic face and gesture recognition. pp. 163- 168 ,(2000) , 10.1109/AFGR.2000.840629
S. Gong, S. McKenna, J.J. Collins, An investigation into face pose distributions Proceedings of the Second International Conference on Automatic Face and Gesture Recognition. pp. 265- 270 ,(1996) , 10.1109/AFGR.1996.557275
Tae-Kyun Kim, Josef Kittler, Roberto Cipolla, Discriminative Learning and Recognition of Image Set Classes Using Canonical Correlations IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 29, pp. 1005- 1018 ,(2007) , 10.1109/TPAMI.2007.1037
David G. Lowe, Distinctive Image Features from Scale-Invariant Keypoints International Journal of Computer Vision. ,vol. 60, pp. 91- 110 ,(2004) , 10.1023/B:VISI.0000029664.99615.94
Yong Wang, Shaogang Gong, Tensor Discriminant Analysis for View-based Object Recognition international conference on pattern recognition. ,vol. 3, pp. 33- 36 ,(2006) , 10.1109/ICPR.2006.1106