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Skin Cancer Classification

5 papers with code · Medical
Subtask of Cancer

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Knowledge Transfer for Melanoma Screening with Deep Learning

22 Mar 2017learningtitans/isbi2017-part3

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

5 Sep 2018fabioperez/skin-data-augmentation

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

Deep neural network or dermatologist?

19 Aug 2019KyleYoung1997/DNNorDermatologist

We show that despite high accuracy, the models will occasionally assign importance to features that are not relevant to the diagnostic task.

SKIN CANCER CLASSIFICATION

Melanoma Detection using Adversarial Training and Deep Transfer Learning

Journal of Physics in Medicine and Biology 2020 hasibzunair/adversarial-lesions

In the first stage, we leverage the inter-class variation of the data distribution for the task of conditional image synthesis by learning the inter-class mapping and synthesizing under-represented class samples from the over-represented ones using unpaired image-to-image translation.

CONDITIONAL IMAGE GENERATION IMAGE-TO-IMAGE TRANSLATION MEDICAL IMAGE GENERATION SKIN CANCER CLASSIFICATION SKIN LESION CLASSIFICATION TRANSFER LEARNING