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cs.CV2022
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation
Hritam Basak, Soumitri Chattopadhyay, Rohit Kundu +2
Due to the scarcity of labeled data, Contrastive Self-Supervised Learning (SSL) frameworks have lately shown great potential in several medical image analysis tasks. However, the e…
cs.CV2022
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI
Hritam Basak, Sagnik Ghosal, Ram Sarkar
Due to the imbalanced and limited data, semi-supervised medical image segmentation methods often fail to produce superior performance for some specific tailed classes. Inadequate t…