Occlusion Boundaries from Motion: Low-Level Detection and Mid-Level Reasoning

作者: Andrew N. Stein , Martial Hebert

DOI: 10.1007/S11263-008-0203-Z

关键词:

摘要: The boundaries of objects in an image are often considered a nuisance to be "handled" due the occlusion they exhibit. Since most, if not all, computer vision techniques aggregate information spatially within scene, spanning these boundaries, and therefore from different physical surfaces, is invariably erroneously together. In addition, convey important perceptual about 3D scene structure shape. Consequently, their identification can benefit many pursuits, low-level processing high-level reasoning tasks. While much focus placed on individual, static images, applications actually offer video, or sequences as input. extra temporal dimension data allows motion camera used processing. this paper, we exploitation subtle relative-motion cues present at boundaries. When combined with more standard appearance information, demonstrate cues' utility detecting locally. We also novel, mid-level model for globally object propagating such local extract improved, extended

参考文章(99)
Paul Alexander Smith, Edge-based motion segmentation Department of Engineering, University of Cambridge. ,(2002) , 10.17863/CAM.16690
Leslie Pack Kaelbling, Michael G. Ross, Learning static object segmentation from motion segmentation national conference on artificial intelligence. pp. 956- 961 ,(2005)
Jiangjian Xiao, Hui Cheng, Harpreet Sawhney, Cen Rao, Michael Isnardi, Bilateral filtering-based optical flow estimation with occlusion detection european conference on computer vision. pp. 211- 224 ,(2006) , 10.1007/11744023_17
J. Anthony Movshon, Michael S. Landy, Computational models of visual processing MIT Press. ,(1991)
Tom Drummond, Roberto Cipolla, Application of Lie Algebras to Visual Servoing International Journal of Computer Vision. ,vol. 37, pp. 21- 41 ,(2000) , 10.1023/A:1008125412549
Allan D. Jepson, David J. Fleet, Michael J. Black, A Layered Motion Representation with Occlusion and Compact Spatial Support european conference on computer vision. pp. 692- 706 ,(2002) , 10.1007/3-540-47969-4_46
Thomas Leung, Jitendra Malik, Contour Continuity in Region Based Image Segmentation european conference on computer vision. pp. 544- 559 ,(1998) , 10.1007/BFB0055689
Xiaofeng Ren, Charless C. Fowlkes, Jitendra Malik, Figure/Ground assignment in natural images european conference on computer vision. pp. 614- 627 ,(2006) , 10.1007/11744047_47
Heiko Hirschmüller, Peter R. Innocent, Jon Garibaldi, Real-Time Correlation-Based Stereo Vision with Reduced Border Errors International Journal of Computer Vision. ,vol. 47, pp. 229- 246 ,(2002) , 10.1023/A:1014554110407
Michael Collins, Robert E. Schapire, Yoram Singer, Logistic Regression, AdaBoost and Bregman Distances conference on learning theory. ,vol. 48, pp. 158- 169 ,(2000) , 10.1023/A:1013912006537