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Sep 2026

Multimodal Skin Lesion Diagnosis via Dynamic Consensus and Self-Correcting Representation Learning.

Multimodal skin-lesion classification requires integrating complementary clinical and dermoscopic images while addressing inter-branch disagreement and the semantic gap. We propose MDCL-SCRL, a modality-specific dual-stream framework using paired images and patient metadata. Multimodal Dynamic Consensus Learning (MDCL)...

Jin-Tao Liu, Jin-Nan Zhang, Tong Ling et al. · 0 citations

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