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py_ciu_image: A Python Library for Explaining Image Classification with Contextual Importance and Utility

  • Kary Främling,
  • Ioan-Vlad Apopei,
  • Gustav Grund Pihlgren,
  • Avleen Malhi

摘要

Contextual Importance and Utility (CIU) is a model-agnostic method for explaining outcomes of AI systems. CIU has succeeded in producing meaningful explanations where state-of-the-art methods fail, e.g. for detecting bleeding in gastroenterological images. This paper presents a Python implementation of CIU for explaining image classifications.