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most citedAMMASurv: Asymmetrical Multi-Modal Attention for Accurate Survival Analysis with Whole Slide Images and Gene Expression Data

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cs.CV2026

Med-DisSeg: Dispersion-Driven Representation Learning for Fine-Grained Medical Image Segmentation

Zhiquan Chen, Haitao Wang, Guowei Zou +1

Accurate medical image segmentation is fundamental to precision medicine, yet robust delineation remains challenging under heterogeneous appearances, ambiguous boundaries, and larg…

cs.CV2026

SpectraFlow: Unifying Structural Pretraining and Frequency Adaptation for Medical Image Segmentation

Zhiquan Chen, Haitao Wang, Guowei Zou +1

Medical image segmentation remains challenging in low-data regimes, where scarce annotations often yield poor generalization and ambiguous boundaries with missing fine structures.…