PecMan is a fairness-aware human-AI cooperative classification framework for medical images that jointly handles subgroup reliability, decision allocation to AI or humans, and collaborative predictions, introducing the FairHAI benchmark and showing better trade-offs than separate approaches.
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People-Centred Medical Image Analysis via Fairness-Aware Human-AI Cooperation
PecMan is a fairness-aware human-AI cooperative classification framework for medical images that jointly handles subgroup reliability, decision allocation to AI or humans, and collaborative predictions, introducing the FairHAI benchmark and showing better trade-offs than separate approaches.