How Trustworthy are the Existing Performance Evaluations for Basic Vision Tasks?

8 Aug 2020Hamid RezatofighiTran Thien Dat NguyenBa-Ngu VoBa-Tuong VoSilvio SavareseIan Reid

Performance evaluation is indispensable to the advancement of machine vision, yet its consistency and rigour have not received proportionate attention. This paper examines performance evaluation criteria for basic vision tasks namely, object detection, instance-level segmentation and multi-object tracking... (read more)

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