SSL pretraining enhances calibrated confidence and selective performance in DR screening, yet benefits on reliability plateau and longer pretraining does not reliably improve abstention.
Proceedings of the 34th International Conference on Machine Learning (ICML) , year =
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Knowing When Not to Predict: Self Supervised Learning and Abstention for Safer DR Screening
SSL pretraining enhances calibrated confidence and selective performance in DR screening, yet benefits on reliability plateau and longer pretraining does not reliably improve abstention.