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Greatest papers with code
Knowledge Transfer for Melanoma Screening with Deep Learning
• learningtitans/isbi2017-part3
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Knowledge transfer impacts the performance of deep learning -- the state of the art for image classification tasks, including automated melanoma screening.
IMAGE CLASSIFICATION SKIN CANCER CLASSIFICATION TRANSFER LEARNING
Data Augmentation for Skin Lesion Analysis
• fabioperez/skin-data-augmentation
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In this work, we investigate the impact of 13 data augmentation scenarios for melanoma classification trained on three CNNs (Inception-v4, ResNet, and DenseNet).
DATA AUGMENTATION SKIN CANCER CLASSIFICATION SKIN LESION CLASSIFICATION
Skin Lesion Synthesis with Generative Adversarial Networks
• alceubissoto/gan-skin-lesion
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Skin cancer is by far the most common type of cancer.
Deep neural network or dermatologist?
• KyleYoung1997/DNNorDermatologist
We show that despite high accuracy, the models will occasionally assign importance to features that are not relevant to the diagnostic task.