Adaptive Region-Specific Loss for Improved Medical Image Segmentation

Defining the loss function is an important part of neural network design and critically determines the success of deep learning modeling. A significant shortcoming of the conventional loss functions is that they weight all regions in the input image volume equally, despite the fact that the system i...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 11 vom: 01. Nov., Seite 13408-13421
1. Verfasser: Chen, Yizheng (VerfasserIn)
Weitere Verfasser: Yu, Lequan, Wang, Jen-Yeu, Panjwani, Neil, Obeid, Jean-Pierre, Liu, Wu, Liu, Lianli, Kovalchuk, Nataliya, Gensheimer, Michael Francis, Vitzthum, Lucas Kas, Beadle, Beth M, Chang, Daniel T, Le, Quynh-Thu, Han, Bin, Xing, Lei
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't