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. The core strength of AFLoc lies in its extensive multi-level semantic structure-based contrastive learning%2C which comprehensively aligns multi-granularity medical concepts from reports with abundant image features%2C to adapt to the diverse expressions of pathologies and unseen pathologies without the reliance on image annotations from experts. We demonstrate the proof of concept on Chest X-ray images%2C with extensive experimental validation across 6 distinct external datasets%2C encompassing 13 types of chest pathologies. The results demonstrate that AFLoc surpasses state-of-the-art methods in pathology localization and classification%2C and even outperforms the human benchmark in locating 5 different pathologies. Additionally%2C we further verify its generalization ability by applying it to retinal fundus images. Our approach showcases AFLoc's versatilities and underscores its suitability for clinical diagnosis in complex clinical environments.?quality=80&w=800)
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