Image Descriptors Based on Curvature Histograms
作者： Philipp Fischer , Thomas Brox , None
DOI: 10.1007/978-3-319-11752-2_19
关键词:
摘要: Descriptors based on orientation histograms are widely used in computer vision. The spatial pooling involved these representations provides important invariance properties, yet it is also responsible for the loss of details. In this paper, we suggest a way to preserve details described by local curvature. We propose descriptor that comprises direction and magnitude curvature naturally expands classical like SIFT HOG. demonstrate general benefit expansion exemplarily image classification, object detection, matching.
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sci-hub.st 参考文章(22)
João Carreira, Rui Caseiro, Jorge Batista, Cristian Sminchisescu, Semantic Segmentation with Second-Order Pooling Computer Vision – ECCV 2012. pp. 430- 443 ,(2012) , 10.1007/978-3-642-33786-4_32
Bertrand Kerautret, Jacques-Olivier Lachaud, Robust Estimation of Curvature along Digital Contours with Global Optimization Discrete Geometry for Computer Imagery. ,vol. 4992, pp. 334- 345 ,(2008) , 10.1007/978-3-540-79126-3_30
David Coeurjolly, Serge Miguet, Laure Tougne, Discrete Curvature Based on Osculating Circle Estimation Lecture Notes in Computer Science. ,vol. 2059, pp. 303- 312 ,(2001) , 10.1007/3-540-45129-3_27
Vittorio Ferrari, Tinne Tuytelaars, Luc Van Gool, Object detection by contour segment networks european conference on computer vision. pp. 14- 28 ,(2006) , 10.1007/11744078_2
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
Antonio Monroy, Angela Eigenstetter, Bjorn Ommer, Beyond straight lines — Object detection using curvature 2011 18th IEEE International Conference on Image Processing. pp. 3561- 3564 ,(2011) , 10.1109/ICIP.2011.6116485
Mark Everingham, S. M. Ali Eslami, Luc Van Gool, Christopher K. I. Williams, John Winn, Andrew Zisserman, The Pascal Visual Object Classes Challenge: A Retrospective International Journal of Computer Vision. ,vol. 111, pp. 98- 136 ,(2015) , 10.1007/S11263-014-0733-5
Joon H. Han, Timothy Poston, Chord-to-point distance accumulation and planar curvature: a new approach to discrete curvature Pattern Recognition Letters. ,vol. 22, pp. 1133- 1144 ,(2001) , 10.1016/S0167-8655(01)00063-0
Andrea Vedaldi, Brian Fulkerson, Vlfeat Proceedings of the international conference on Multimedia - MM '10. pp. 1469- 1472 ,(2010) , 10.1145/1873951.1874249
Guillermo Sapiro, Geometric partial differential equations and image analysis ,(2001)