ESCAPE: Countering Systematic Errors from Machine’s Blind Spots via Interactive Visual Analysis

Abstract

Trovato and Tobin, et al. approaches, relative concept association to better quantify the associations between a concept and instances, and debias method to mitigate spurious associations. We demonstrate the utility of our proposed ESCAPE system and statistical measures through extensive evaluation including quantitative experiments, usage scenarios, expert interviews, and controlled user experiments. CCS CONCEPTS• Human-centered computing → Visualization toolkits; Visualization systems and tools.