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cs.CV2026
Surgical Video Generation From Diffusion to World Models: A Survey
Fuxiang Huang, Chenxu Zhang, Liang Han +1
Surgical video data provides the primary training resource for models of intraoperative perception, surgical workflow understanding, and robotic decision-making. However, clinical…
cs.CV2026
Causal Transfer in Medical Image Analysis
Mohammed M. Abdelsamea, Daniel Tweneboah Anyimadu, Tasneem Selim +4
Medical imaging models frequently fail when deployed across hospitals, scanners, populations, or imaging protocols due to domain shift, limiting their clinical reliability. While t…