A Unified Interactive Model Evaluation for Classification, Object Detection, and Instance Segmentation in Computer Vision

Changjian Chen1     Yukai Guo1     Fengyuan Tian1     Shilong Liu2     Weikai Yang1    
Jing Wu3     Hang Su2     Hanspeter Pfister4     Shixia Liu1  

1School of Software, Tsinghua University       2Department of Computer Science and Technology, Tsinghua University       3Cardiff University       3Harvard University

Teaser Image
Teaser Image

Fig. 1: Uni-Evaluator: (a) the filtering panel; (b) the matrix-based visualization provides an overview of model performance; (c) the table visualization helps identify problematic data subsets; (d) the grid visualization displays the samples of interest.

Abstract
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