PAMI: Partition Input and Aggregate Outputs for Model Interpretation

Wei Shi, Wentao Zhang, Wei-Shi Zheng, Ruixuan Wang

Abstract: Highlights•Propose a novel yet simple framework PAMI to visually interpret model predictions.•PAMI does not require any model structure and parameter details.•PAMI can be applied to multiple tasks with various model backbones and input formats.•Extensive empirical evaluations demonstrate superior performance of PAMI.