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)

PDF Abstract

Results from the Paper

  Submit results from this paper to get state-of-the-art GitHub badges and help the community compare results to other papers.

Methods used in the Paper

🤖 No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet