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• W2067289803 abstract "Combining spatio-temporal interest points with Bag-of-Words models achieves state-of-the-art performance in action recognition. However, existing methods based on “bag-of-words” models either are too local to capture the variance in space/time or fail to solve the ambiguity problem in spatial and temporal dimensions. Instead, we propose a salient vocabulary construction algorithm to select visual words from a global point of view, and form compact descriptors to represent discriminative histograms in the neighborhoods. Those salient neighboring histograms are then trained to model different actions. Our approach yields a competitive result on the KTH dataset compare to state-of-the-art methods. On the more challenging UCF Sports dataset, we obtain 95.21%, which is approximately 4% better than the current best published results." @default.
• W2067289803 created "2016-06-24" @default.
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• W2067289803 date "2013-09-01" @default.
• W2067289803 modified "2023-10-14" @default.
• W2067289803 title "Action recognition using salient neighboring histograms" @default.
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• W2067289803 doi "https://doi.org/10.1109/icip.2013.6738578" @default.
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