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Author

Rui-Min Liu

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Open access Sep 2026

Explainable deep learning reveals a stagewise temporal deterioration from skin tone to contour to texture in Chinese women’s skin aging

Skin aging is a continuous and progressive physiological process characterized by gradual structural and functional changes. Early identification and accurate assessment of aging-related facial features are essential for developing targeted skincare strategies. This study aimed to establish a deep learning-based framew...

Guo-Long Dong, Fan Hu, Ya-Wen Liu et al. · 0 citations

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