Detecting Systematic Weaknesses in Vision Models along Predefined Human-Understandable Dimensions

Sujan Sai Gannamaneni, Rohil Prakash Rao, Michael Mock +2

Slice discovery methods (SDMs) are prominent algorithms for finding systematic weaknesses in DNNs. They identify top-k semantically coherent slices/subsets of data where a DNN-unde…