MatchNet: Unifying feature and metric learning for patch-based matching

作者: Xufeng Han , Thomas Leung , Yangqing Jia , Rahul Sukthankar , Alexander C. Berg

DOI: 10.1109/CVPR.2015.7298948

关键词: Matching (statistics)Feature extractionSet (abstract data type)Artificial intelligenceOverfittingSimilarity (geometry)Metric (mathematics)Pattern recognitionFeature (computer vision)Computer scienceFeature learningTraining setData mining

摘要: … improve both accuracy and speed. Early efforts focused on identifying better affine region detectors [16], engineering more robust local … and do not use Local Response Normalization or …

参考文章(36)
Geoffrey E. Hinton, Ruslan Salakhutdinov, Learning a Nonlinear Embedding by Preserving Class Neighbourhood Structure international conference on artificial intelligence and statistics. pp. 412- 419 ,(2007)
Gregory Shakhnarovich, Learning task-specific similarity Massachusetts Institute of Technology. ,(2005)
Herbert Bay, Tinne Tuytelaars, Luc Van Gool, SURF: speeded up robust features european conference on computer vision. ,vol. 1, pp. 404- 417 ,(2006) , 10.1007/11744023_32
Jared Heinly, Enrique Dunn, Jan-Michael Frahm, Comparative Evaluation of Binary Features Computer Vision – ECCV 2012. pp. 759- 773 ,(2012) , 10.1007/978-3-642-33709-3_54
Jiang Wang, Yang Song, Thomas Leung, Chuck Rosenberg, Jingbin Wang, James Philbin, Bo Chen, Ying Wu, Learning Fine-Grained Image Similarity with Deep Ranking computer vision and pattern recognition. pp. 1386- 1393 ,(2014) , 10.1109/CVPR.2014.180
K. Mikolajczyk, T. Tuytelaars, C. Schmid, A. Zisserman, J. Matas, F. Schaffalitzky, T. Kadir, L. Van Gool, A Comparison of Affine Region Detectors International Journal of Computer Vision. ,vol. 65, pp. 43- 72 ,(2005) , 10.1007/S11263-005-3848-X
N. Molton, A. Davison, I. Reid, Locally Planar Patch Features for Real-Time Structure from Motion british machine vision conference. pp. 1- 10 ,(2004) , 10.5244/C.18.90
Karen Simonyan, Andrea Vedaldi, Andrew Zisserman, Learning Local Feature Descriptors Using Convex Optimisation IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 36, pp. 1573- 1585 ,(2014) , 10.1109/TPAMI.2014.2301163
Andrej Karpathy, George Toderici, Sanketh Shetty, Thomas Leung, Rahul Sukthankar, Li Fei-Fei, Large-Scale Video Classification with Convolutional Neural Networks computer vision and pattern recognition. pp. 1725- 1732 ,(2014) , 10.1109/CVPR.2014.223
Dumitru Erhan, Christian Szegedy, Alexander Toshev, Dragomir Anguelov, Scalable Object Detection Using Deep Neural Networks computer vision and pattern recognition. pp. 2155- 2162 ,(2014) , 10.1109/CVPR.2014.276