Search Results for author: Miguel Ángel González Ballester

Found 4 papers, 2 papers with code

On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness

1 code implementation13 Sep 2022 Adrian Galdran, Gustavo Carneiro, Miguel Ángel González Ballester

Our findings are surprising: CE-Dice loss combinations that excel in segmenting in-distribution images have a poor performance when dealing with OoD data, which leads us to recommend the adoption of the CE loss for this kind of problems, due to its robustness and ability to generalize to OoD samples.

Image Segmentation Lesion Segmentation +2

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