3 papers
eess.IV2026
When can multi-fragment 2D/3D registration be trusted? Calibrated certification and uncertainty-driven view planning for pelvic fracture fluoroscopy
Bowen Xiang, Michael I. Miga
Registering a segmented CT to fluoroscopy can locate every fracture fragment but can guide surgery only when trusted. After each shot, our closed loop registers all fragments, boun…
cs.CV2026
SurgStreamer: proactive, request-driven monitoring of surgical video streams with structured state and a reusable reasoning layer
Bowen Xiang, Jon S. Heiselman, Michael I. Miga
Surgical teams could benefit from assistants that watch the video for requested events, such as "tell me when the clip applier appears during Calot triangle dissection", and answer…
cs.LG2026
From Human Corrections to Learned Segmentations: A Critical Mathematical Review of Information, Learning, and Human Effort
Jon Sporring
When does a human correction become useful learning, and what establishes better segmentation at matched human effort? This critical narrative review follows feedback through its s…