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cs.CV2026
Scribble-Supervised Medical Image Segmentation with Dynamic Teacher Switching and Hierarchical Consistency
Thanh-Huy Nguyen, Hoang-Loc Cao, Dat T. Chung +5
Scribble-supervised methods have emerged to mitigate the prohibitive annotation burden in medical image segmentation. However, the inherent sparsity of these annotations introduces…
cs.CV2023
In-context Cross-Density Adaptation on Noisy Mammogram Abnormalities Detection
Huy T. Nguyen, Thinh B. Lam, Quan D. D. Tran +3
This paper investigates the impact of breast density distribution on the generalization performance of deep-learning models on mammography images using the VinDr-Mammo dataset. We…