Abstract: Object classification and detection are two fundamental problems in computer vision and pattern recognition. In this paper, we discuss these two research topics, including their backgrounds, challenges, recent progress and our solutions which achieve excellent performance in PASCAL VOC competitions on object classification and detection. Moreover, potential directions are outlined for future research.
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