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Peter Bevan

1 accepted papers

2022

Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification

ICML 2022spotlight

Convolutional Neural Networks have demonstrated dermatologist-level performance in the classification of melanoma from skin lesion images, but prediction irregularities due to biases seen within the training data are an issue that should be addressed before widespread deployment is possible. In this…