Supervision by Denoising

Learning-based image reconstruction models, such as those based on the U-Net, require a large set of labeled images if good generalization is to be guaranteed. In some imaging domains, however, labeled data with pixel- or voxel-level label accuracy are scarce due to the cost of acquiring them. This...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2023) vom: 28. Juli
1. Verfasser: Young, Sean I (VerfasserIn)
Weitere Verfasser: Dalca, Adrian V, Ferrante, Enzo, Golland, Polina, Metzler, Christopher A, Fischl, Bruce, Iglesias, Juan Eugenio
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article