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MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels
Semi-supervised learning (SSL) is a promising machine learning paradigm to address the ubiquitous issue of label scarcity in medical …
Mou-Cheng Xu
,
Yu Kun Zhou
,
Chen Jin
,
Marius de Groot
,
Daniel C. Alexander
,
Neil P. Oxtoby
,
Joseph Jacob
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Learning Morphological Feature Perturbation for Semi-Supervised Segmentation
We propose MisMatch, a novel consistency-driven semi-supervised segmentation framework which produces predictions that are invariant to …
Mou-Cheng Xu
,
Yu Kun Zhou
,
Chen Jin
,
Stefano B Blumberg
,
Frederick Wilson
,
Marius de Groot
,
Daniel C. Alexander
,
Neil P. Oxtoby
,
Joseph Jacob
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