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FuseMD-XNet: Uncertainty-aware multi-modality fusion network with multilevel visual explanations for skin cancer diagnosis.
The proposed FuseMD-XNet is a multimodal transformer-based framework that integrates dermoscopic images with structured patient metadata that employs intermediate fusion through feature concatenation and cosine similarity alignment, followed by adaptive certainty-guided fusion to dynamically weigh the modality contribu...