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N. Navab

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Preprint Oct 2026

From Freehand Demonstrations to Autonomous Robotic Ultrasound: An Anatomy-Anchored Learning Framework

Ultrasound imaging is highly operator-dependent, motivating robotic systems that reproduce expert scanning skills consistently. These skills involve coordinated interpretation of anatomical landmarks, ultrasound images, and probe-tissue interactions that are difficult to encode in hand-designed control strategies. Imit...

Yuan-Wei Bi, F. Han, Ye-Hao Su et al. · 0 citations
Preprint Oct 2026

UltraDiff: Differentiable Ray Tracing in Ultrasound for Shape Optimization

Physically-based differentiable rendering enables gradient-based optimization of scene parameters by matching rendered images to measurements, but has so far mainly focused on light transport. We extend this paradigm to medical ultrasound, where image formation resembles transient rendering: echoes are binned by time-o...

F. Duelmer, Magdalena Wysocki, N. Navab et al. · 0 citations
Preprint Oct 2026

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

Slice-to-volume registration between ultrasound (US) and preoperative computed tomography (CT) imaging would enhance many minimally invasive interventions, for example by locating soft tissue structures intra-operatively that are discernible in CT. While optical tracking enables initial rigid registration, contact from...

Agnieszka Lach, Magdalena Wysocki, Feng Li et al. · 0 citations
Sep 2026

Anatomy-informed multi-task framework for visceral artery aneurysm screening on non-contrast CT.

Visceral artery aneurysm (VAA) screening on non-contrast CT (NCCT) is fundamentally a structure-constrained representation learning problem under weak vascular contrast. In NCCT, visceral arteries lack explicit lumen enhancement, and aneurysms often appear only as subtle local dilatations embedded in thin and branching...

Zhuo-Wei Xu, Tian-Yi Liu, Long Bai et al. · 0 citations
Open access Sep 2026

SurgTPGS++: Text-promptable Gaussian Splatting with dense features aggregation for semantic 4D surgical scene understanding.

This paper presents SurgTPGS++, a novel Gaussian Splatting pipeline for text-promptable 3D surgical scene understanding, and introduces a semantic feature aggregation (SFA) strategy that extracts and integrates rich vision-language features from VLMs.

Yi-Ming Huang, Long Bai, Bei-Lei Cui et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Predicting Postprandial Glycemic Response from Meal Images, Clinical Variables, and Gut Microbiome Information

The proposed multimodal framework replaces manual dietary logging with image-derived macronutrient estimates and integrates them with clinical variables and gut microbiome information for personalized PPGR prediction, and outperforms existing PPGR baselines using image-derived nutritional inputs.

V. Kondratyeva, Kamilia Zaripova, N. Navab et al. · 0 citations
#artificial intelligence Preprint Sep 2026

HPOQuest: A Rare-Disease Diagnostic Agent Using Active Phenotype Acquisition

HPOQuest substantially improves diagnosis from sparse initial phenotypes, with gains of up to 30% points at Recall@1 and 45% points at Recall@5, demonstrating that sequential phenotype acquisition can substantially improve rare-disease diagnosis from limited initial clinical evidence.

Kamilia Zaripova, N. Navab, Azade Farshad et al. · 0 citations
Jul 2026

Modular Robotic Catheters for Endovascular Aneurysm Repair

A handheld, robotic steerable catheter system that has the potential to shorten the length of future endovascular surgeries, and give clinicians the tools to resolve challenging clinical cases is presented.

Alex Ranne, Jin-Shi Zhao, A. Demircali et al. · 0 citations

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