A pixel-ratio heuristic achieves about 99% agreement with expert labels on PH2 and ISIC2016, while a ResNet101-plus-SVM model reaches a 97% weighted F1-score on the augmented PH2 dataset.
Structural asymmetry as a dermatoscopic indicator of malignant melanoma – a latent class analysis of sensitivity and classification errors
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Asymmetric Lesion Detection with Geometric Patterns and CNN-SVM Classification
A pixel-ratio heuristic achieves about 99% agreement with expert labels on PH2 and ISIC2016, while a ResNet101-plus-SVM model reaches a 97% weighted F1-score on the augmented PH2 dataset.