An-HOG-LBP-Human-Detector

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上传日期:2011-11-30 17:17:11
上 传 者shaoxiaohu1
说明:  一种基于HOG-LBP特征的人脸检测方法,对于遮挡的人体非常有效。
(By combining Histograms of Oriented Gradients (HOG) and Local Binary Pattern (LBP) as the feature set, we pro- pose a novel human detection approach capable of handling partial occlusion. Two kinds of detectors, i.e., global de- tector for whole scanning windows and part detectors for local regions, are learned from the training data using lin- ear SVM. For each ambiguous scanning window, we con- struct an occlusion likelihood map by using the response of each block of the HOG feature to the global detector. The occlusion likelihood map is then segmented by Mean- shift approach. The segmented portion of the window with a majority of negative response is inferred as an occluded region. If partial occlusion is indicated with high likelihood in a certain scanning window, part detectors are applied on the unoccluded regions to achieve the fi nal classifi ca- tion on the current scanning window. With the help of the augmented HOG-LBP feature and the global-part occ)

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An HOG-LBP Human Detector with Partial Occlusion Handling.pdf (3197070, 2011-11-13)

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