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From heatmaps to language: Explainable skin cancer diagnosis using CNN-VLM integration with an expert-annotated dataset

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Skin cancer diagnosis relies on visual interpretation of lesion morphology, yet most deep learning models function as black boxes with limited clinical interpretability. This study presents an explainable diagnostic framework that integrates a fine-tuned Xcept... ...