2 papers
cs.CV2024
Masked Image Modeling Boosting Semi-Supervised Semantic Segmentation
Yangyang Li, Xuanting Hao, Ronghua Shang +1
In view of the fact that semi- and self-supervised learning share a fundamental principle, effectively modeling knowledge from unlabeled data, various semi-supervised semantic segm…
cs.CV2021
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation
Xuanting Hao, Shengbo Gao, Lijie Sheng +1
Consistency training has proven to be an advanced semi-supervised framework and achieved promising results in medical image segmentation tasks through enforcing an invariance of th…