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Hierarchical Convolutional Features for Visual Tracking

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Hierarchical Convolutional Features for Visual Tracking Chao Ma Jia-Bin Huang Xiaokang Yang Ming-Hsuan Yang SJTU UIUC SJTU UC Merced Abstract around the estimated target location to incrementally learn a classifier over Features extracted from a CNN. Two issues Visual object Tracking is challenging as target objects of- ensue with such approaches. The first issue lies in the use ten undergo significant appearance changes caused by de- of neural networks as an online classifier following recent formation, abrupt motion, background clutter and occlu- object recognition algorithms, where only the outputs of the sion.

the hierarchical features from the recent advances in CNNs and the inference approach across multiple levels in clas-sical computer vision problems. For example, computing optical flow from the coarse levels of the image pyramid ... Hierarchical Convolutional Features for

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