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Open access Sep 2026

Advanced Visual Turing Test For Validation And Responsible Use Of Synthetic Dermoscopic Images Of Melanoma And Atypical Nevi In Medicine

Introduction: Dermoscopy is essential for the early diagnosis of melanoma. AI algorithms integrated into videodermatoscopes can support dermatologists in distinguishing atypical nevi from early melanomas in real time, yet their development is consistently hampered by the scarcity of large, annotated dermoscopic dataset...

L. Tognetti, A. Luschi, L. Serra-García et al. · 0 citations

Unlocking the Power of Medical Tabular Data via Semantic-Aware Multimodal Pre-training

While vision-language models dominate medical representation learning, unstructured text lacks the dense, quantitative diagnostic phenotypes inherent in structured clinical tables. However, existing multimodal pre-training methods underutilize this potential due to semantic-agnostic designs that treat tabular inputs as...

Ying-Sheng Liu, Haiming Li, Jing Zhu et al. · 0 citations

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