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cs.CV2026
MorVess: Morphology-Aware Pulmonary Vessel Segmentation Network
Fuyou Mao, Yifei Chen, Beining Wu +9
Accurate pulmonary vessel segmentation remains challenging due to the sparse, tortuous, and multi-scale nature of vascular structures, where small branches are easily lost and topo…
cs.CV2026
Mutual Distillation of Dual-Foundation Models for Semi-Supervised PET/CT Segmentation
Fuyou Mao, Beining Wu, Yanfeng Jiang +5
Organ segmentation from PET/CT is critical for quantitative analysis and radiotherapy planning in oncology. To ease the high annotation cost of PET/CT segmentation, semi-supervised…
cs.CV2026
Prior-Guided Residual Diffusion: Calibrated and Efficient Medical Image Segmentation
Fuyou Mao, Beining Wu, Yanfeng Jiang +3
Ambiguity in medical image segmentation calls for models that capture full conditional distributions rather than a single point estimate. We present Prior-Guided Residual Diffusion…