Visual explanations for polyp detection: how medical doctors assess intrinsic versus extrinsic explanations

HIGHLIGHTS

• What: This paper presents a study asking medical professionals about their opinion of current state-of-the-art explainable artificial intelligence methods when applied to a gastrointestinal disease detection use case. The authors compare two different categories of explanation methods intrinsic and extrinsic and gauge their opinion of the current value of these explanations. The aim of this study was to quantify the value of current state-of-the-art XAI methods from the perspective of medical doctors. The last part of the survey contained a feedback form consisting of 14 questions that were intended to derive . . .
  

   

  

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