Detecting Pedestrians Using Patterns of Motion and Appearance
Citations
31,952 citations
Cites background from "Detecting Pedestrians Using Pattern..."
...We study the influence of each stage of the computation on performance, concluding that fine-scale gradients, fine orientation binning, relatively coarse spatial binning, and high-quality local contrast normalization in overlapping descriptor blocks are all important for good results....
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...Detecting humans in images is a challenging task owing to their variable appearance and the wide range of poses that they can adopt....
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5,318 citations
Cites background or methods from "Detecting Pedestrians Using Pattern..."
...1998], Adaptive Boosting [Viola et al. 2003]....
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...These learning approaches include, but are not limited to, neural networks [Rowley et al. 1998], adaptive boosting [Viola et al. 2003], decision trees [Grewe and Kak 1995], and support vector machines [Papageorgiou et al. 1998]....
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...Adaptive Boosting....
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...Supervised Classi.ers Support Vector Machines [Papageorgiou et al. 1998], Neural Networks [Rowley et al. 1998], Adaptive Boosting [Viola et al. 2003]....
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3,170 citations
2,976 citations
2,738 citations
References
18,620 citations
"Detecting Pedestrians Using Pattern..." refers background or methods in this paper
...Viola and Jones [14] showed that a single classifier for face detection would require too many features and thus be too slow for real time operation....
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...The motion filters as well as appearance filters can be evaluated rapidly using the “integral image” [14, 2] of ....
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...Our approach builds on the detection work of Viola and Jones [14]....
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...The dynamic pedestrian detector that we built is based on the simple rectangle filters presented by Viola and Jones [14] for the static face detection problem....
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...Examples include face, automobile, and pedestrian detection [14, 11, 13, 1, 9]....
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15,813 citations
"Detecting Pedestrians Using Pattern..." refers background in this paper
...For details on AdaBoost, the reader is referred to [12, 5]....
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4,105 citations
"Detecting Pedestrians Using Pattern..." refers background in this paper
...Examples include face, automobile, and pedestrian detection [14, 11, 13, 1, 9]....
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3,212 citations
2,900 citations