DermoCC-GAN: A new approach for standardizing dermatological images using generative adversarial networks

Massimo Salvi,Francesco Branciforti,Federica Veronese,Elisa Zavattaro,Vanessa Tarantino,Paola Savoia,Kristen M. Meiburger

Computer Methods and Programs in Biomedicine（2022）

引用 10|浏览10

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摘要

•A color constancy algorithm based on GANs is proposed for dermatological images.•DermoCC-GAN overcomes the limitations of the heuristic method used for training.•A novel strategy to generalize heuristic algorithms using GANs is presented.•The DermoCC-GAN improves the visual diagnosis of experienced dermatologists.

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关键词

Generative adversarial networks,Color constancy,Digital dermatology,Deep learning,Skin cancer,Dermoscopy

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