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

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.

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