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20242026
most citedFrom large language models to multimodal AI: A scoping review on the potential of generative AI in medicine

45 citations · 116 across the 92 of their papers we have counts for

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Showing 2026 · cs.CVShow all

10 papers · 2 filters

cs.CV2026

Rethinking Data Imbalance in Class Incremental Surgical Instrument Segmentation

Shifang Zhao, Long Bai, Kun Yuan +8

In surgical instrument segmentation, the increasing variety of instruments over time poses a significant challenge for existing neural networks, as they are unable to effectively l…

cs.CV2026

Deformable CT-US Registration via Anatomy-Aware Implicit Neural Representations

Agnieszka Lach, Magdalena Wysocki, Feng Li +7

Slice-to-volume registration between ultrasound (US) and preoperative computed tomography (CT) imaging would enhance many minimally invasive interventions, for example by locating…

cs.CV2026

Multimodal Shared Latent Representation of Narration, Microscope and iOCT Images for Phase Recognition in Vitreoretinal Surgery

Onur Izmitlioglu, Shervin Dehghani, Tarek Ghannoum +2

Surgical phase recognition is key to context-aware computer-assisted feedback in vitreoretinal procedures, yet the scarcity of synchronized multimodal intraoperative data, particul…

cs.CV2026

ZODIAC: Zero-shot Octree-based Diffusion for Anatomical Completion

Miruna-Alexandra Gafencu, Vlad Bratulescu, Yordanka Velikova +2

Recovering the full 3D spine anatomy from intraoperative ultrasound is an ill-posed inverse problem, as the complete structure must be inferred from incomplete and noisy observatio…

cs.CV2026

Paired Uterine Whole-Slide Images and Pathology Reports for Multimodal Computational Pathology

Han Li, Jingsong Liu, Ayako Ura +14

Uterine diseases represent an important category of gynecologic pathology and require accurate histopathological assessment for diagnosis and treatment planning. Whole-slide images…

cs.CV2026

MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

Chen Jia, Baochang Zhang, Fatia Kusuma Dewi +4

Multi-view reasoning in coronary X-ray angiography is inherently a cross-projection geometric problem, yet automated report generation in this setting remains largely unexplored. T…

cs.CV2026

Towards Voxel Spacing Consistency for Medical Image Segmentation

Xin You, Runze Yang, Minghui Zhang +6

Volumetric medical image segmentation is essential for both preoperative diagnosis and intraoperative guidance. While recent years have witnessed rapid progress in segmentation arc…

cs.CV2026

Multivariate Gaussian NeRF for Wide Field-of-View Ultrasound Reconstruction

Patris Valera, Magdalena Wysocki, Felix Duelmer +4

Wide Field-of-View (WFoV) reconstruction enhances 3D ultrasound imaging by providing valuable anatomical context for segmentation models and visualization. Clinical ultrasound volu…

cs.CV2026

SurgMotion: A Video-Native Foundation Model for Universal Understanding of Surgical Videos

Jinlin Wu, Felix Holm, Chuxi Chen +18

While foundation models have advanced surgical video analysis, current approaches rely predominantly on pixel-level reconstruction objectives that waste model capacity on low-level…

cs.CV2026

Where It Moves, It Matters: Referring Surgical Instrument Segmentation via Motion

Meng Wei, Kun Yuan, Shi Li +7

Enabling intuitive, language-driven interaction with surgical scenes is a critical step toward intelligent operating rooms and autonomous surgical robotic assistance. However, the…