430 citations · 722 across the 14 of their papers we have counts for
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cs.CV2021★ 4 cited
Spatially Varying Label Smoothing: Capturing Uncertainty from Expert Annotations
Mobarakol Islam, Ben Glocker
The task of image segmentation is inherently noisy due to ambiguities regarding the exact location of boundaries between anatomical structures. We argue that this information can b…
cs.CV2021★ 191 cited
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation
Zeju Li, Konstantinos Kamnitsas, Ben Glocker
Class imbalance poses a challenge for developing unbiased, accurate predictive models. In particular, in image segmentation neural networks may overfit to the foreground samples fr…