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20192021
most citedConstrained Optimization to Train Neural Networks on Critical and Under-Represented Classes

10 citations · 10 across the 2 of their papers we have counts for

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Showing 2019Show all

2 papers · 1 filter

eess.IV2019

PHiSeg: Capturing Uncertainty in Medical Image Segmentation

Christian F. Baumgartner, Kerem C. Tezcan, Krishna Chaitanya +6

Segmentation of anatomical structures and pathologies is inherently ambiguous. For instance, structure borders may not be clearly visible or different experts may have different st…

cs.CV2019

Semi-Supervised and Task-Driven Data Augmentation

Krishna Chaitanya, Neerav Karani, Christian Baumgartner +3

Supervised deep learning methods for segmentation require large amounts of labelled training data, without which they are prone to overfitting, not generalizing well to unseen imag…