06-16-2022, 12:11 PM
Thus, video object detection (VOD) aims to detect all objects given a video clip. Previous video object detection approaches mainly leverage temporal information in two different manners. These methods usually apply a still-image detector to obtain detection results, then associate the results. Specifically, they mainly improve features of the current frame by aggregating that of adjacent frames or entire clips to boost the detection performance via specific operator design. In this way, the problems such as motion blur, part occlusion, and fast appearance change can be well solved. However, these works still need sophisticated designs. Thus, it is in desperate need to build a simple yet effective VOD framework in a fully end-to-end manner. CNN-based detectors. However, given a video clip, such static detectors cannot handle motion blur, part occlusion, video defocus, or rare poses well due to the lack of temporal information, which will be shown in the experiment part.
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