Towards robust partially supervised multi-structure medical image segmentation on small-scale data

The data-driven nature of deep learning (DL) models for semantic segmentation requires a large number of pixel-level annotations. However, large-scale and fully labeled medical datasets are often unavailable for practical tasks. Recently, partially supervised methods have been proposed to utilize im...

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Autori principali: Dong, N, Kampffmeyer, M, Liang, X, Xu, M, Voiculescu, I, Xing, E
Natura: Journal article
Lingua:English
Pubblicazione: Elsevier 2021