Key.Net: Keypoint Detection by Handcrafted and Learned CNN Filters

作者: Daniel Ponsa , Krystian Mikolajczyk , Edgar Riba , Axel Barroso-Laguna

DOI:

关键词:

摘要: … We introduce a novel approach for keypoint detection task that … We design a loss function to detect robust features that exist … instead, we use full images for evaluating keypoint detectors. …

参考文章(39)
Edward Rosten, Tom Drummond, Machine learning for high-speed corner detection european conference on computer vision. pp. 430- 443 ,(2006) , 10.1007/11744023_34
Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification international conference on computer vision. pp. 1026- 1034 ,(2015) , 10.1109/ICCV.2015.123
Jingming Dong, Stefano Soatto, Domain-size pooling in local descriptors: DSP-SIFT computer vision and pattern recognition. pp. 5097- 5106 ,(2015) , 10.1109/CVPR.2015.7299145
Xufeng Han, Thomas Leung, Yangqing Jia, Rahul Sukthankar, Alexander C. Berg, MatchNet: Unifying feature and metric learning for patch-based matching computer vision and pattern recognition. pp. 3279- 3286 ,(2015) , 10.1109/CVPR.2015.7298948
Tinne Tuytelaars, Krystian Mikolajczyk, Local Invariant Feature Detectors: A Survey ,(2008)
Pablo Alcantarilla, Jesus Nuevo, Adrien Bartoli, Fast explicit diffusion for accelerated features in nonlinear scale spaces british machine vision conference. ,(2013) , 10.5244/C.27.13
C. Harris, M. Stephens, A COMBINED CORNER AND EDGE DETECTOR alvey vision conference. pp. 147- 151 ,(1988) , 10.5244/C.2.23
Ethan Rublee, Vincent Rabaud, Kurt Konolige, Gary Bradski, ORB: An efficient alternative to SIFT or SURF international conference on computer vision. pp. 2564- 2571 ,(2011) , 10.1109/ICCV.2011.6126544
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, Alexander C. Berg, Li Fei-Fei, ImageNet Large Scale Visual Recognition Challenge International Journal of Computer Vision. ,vol. 115, pp. 211- 252 ,(2015) , 10.1007/S11263-015-0816-Y
Herbert Bay, Andreas Ess, Tinne Tuytelaars, Luc Van Gool, Speeded-Up Robust Features (SURF) Computer Vision and Image Understanding. ,vol. 110, pp. 346- 359 ,(2008) , 10.1016/J.CVIU.2007.09.014