Image Compositing for Segmentation of Surgical Tools Without Manual Annotations

Producing manual, pixel-accurate, image segmentation labels is tedious and time-consuming. This is often a rate-limiting factor when large amounts of labeled images are required, such as for training deep convolutional networks for instrument-background segmentation in surgical scenes. No large data...

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Veröffentlicht in:IEEE transactions on medical imaging 2021-05, Vol.40 (5), p.1450-1460
Hauptverfasser: Garcia-Peraza-Herrera, Luis C., Fidon, Lucas, D'Ettorre, Claudia, Stoyanov, Danail, Vercauteren, Tom, Ourselin, Sebastien
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Sprache:eng
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