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Open access Jul 2026

Vision Transformer Outperforms CNN Architectures in Binary Skin Lesion Classification: An Eight-Model Controlled Deep Learning Study

The findings simplify the selection of the model in clinical studies in implementing dermoscopy, suggesting that ViT-Small/16 should be used as a probabilistic-ranked malignancy screening model, and EfficientNetV2-S should be used as a fixed threshold binary triage model in a telemedicine system.

Bharti G. Gadge, Vikul J. Pawar, Vinod Damdhar et al. · 0 citations

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