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20212026
most citedHunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challenge

26 citations · 53 across the 28 of their papers we have counts for

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9 papers · 1 filter

cs.CV2026

Towards Physics-Faithful Generation of Scientific Diagrams

Minghui Zhang, Jinxin Shi, Yifan Chang +12

Text-to-image generation has reached photorealistic quality, yet state-of-the-art systems remain unreliable at producing scientific diagrams, whose value depends not on appearance…

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

TriALS: Triphasic-Aided Liver Lesion Segmentation Benchmark in Non-Contrast CT

Marawan Elbatel, Mohamed Ghonim, Jiaji Mao +62

Automated segmentation of liver lesions on non-contrast computed tomography (NCCT) is clinically important but fundamentally challenging, particularly in low-resource settings acro…

cs.CV2026

Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development

Zhongying Deng, Cheng Tang, Ziyan Huang +124

Foundation models have demonstrated remarkable success across diverse domains and tasks, primarily due to the thrive of large-scale, diverse, and high-quality datasets. However, in…

cs.CV2026

TopoVST: Toward Topology-fidelitous Vessel Skeleton Tracking

Yaoyu Liu, Minghui Zhang, Junjun He +1

Automatic extraction of vessel skeletons is crucial for many clinical applications. However, achieving topologically faithful delineation of thin vessel skeletons remains highly ch…

cs.CV2026

TubeMLLM: A Foundation Model for Topology Knowledge Exploration in Vessel-like Anatomy

Yaoyu Liu, Minghui Zhang, Xin You +2

Modeling medical vessel-like anatomy is challenging due to its intricate topology and sensitivity to dataset shifts. Consequently, task-specific models often suffer from topologica…

cs.RO2026

EndoSERV: A Vision-based Endoluminal Robot Navigation System

Junyang Wu, Fangfang Xie, Minghui Zhang +4

Robot-assisted endoluminal procedures are increasingly used for early cancer intervention. However, the intricate, narrow and tortuous pathways within the luminal anatomy pose subs…

cs.RO2026

Long-Short Term Agents for Pure-Vision Bronchoscopy Robotic Autonomy

Junyang Wu, Mingyi Luo, Fangfang Xie +7

Accurate intraoperative navigation is essential for robot-assisted endoluminal intervention, but remains difficult because of limited endoscopic field of view and dynamic artifacts…

cs.CV2026

U-VLM: Hierarchical Vision Language Modeling for Report Generation

Pengcheng Shi, Minghui Zhang, Kehan Song +3

Automated radiology report generation is key for reducing radiologist workload and improving diagnostic consistency, yet generating accurate reports for 3D medical imaging remains…