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20212026
most citedLow-Dose CT Denoising via Sinogram Inner-Structure Transformer

3 citations · 5 across the 12 of their papers we have counts for

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8 papers · 1 filter

eess.IV2026

From Data Completeness to Data Sufficiency: A Task-Driven Imaging Framework for Intraoperative CBCT under Quality-Time-Dose Trade-offs

Yi Jia, Rongjun Ge, Yang Chen +2

Mobile C-arm cone-beam computed tomography (CBCT) has been widely used for real-time intraoperative 3D imaging. However, current practice often mechanically applies the fan-beam CT…

eess.IV2026

RelativeFlow: Taming Medical Image Denoising Learning with Noisy Reference

Yuxin Liu, Yiqing Dong, Wenxue Yu +4

Medical image denoising (MID) lacks absolutely clean images for supervision, leading to a noisy reference problem that fundamentally limits denoising performance. Existing simulate…

eess.IV2026

Generative Data-engine Foundation Model for Universal Few-shot 2D Vascular Image Segmentation

Rongjun Ge, Xin Li, Yuxing Liu +8

The segmentation of 2D vascular structures via deep learning holds significant clinical value but is hindered by the scarcity of annotated data, severely limiting its widespread ap…

eess.IV2026

VCC-DSA: A Novel Vascular Consistency Constrained DSA Imaging Model for Motion Artifact Suppression

Rongjun Ge, Weilong Mao, Jian Lu +9

Digital Subtraction Angiography (DSA) is a clinically significant imaging technique for diagnosing cerebrovascular disease, as gold-standard. However, the artifacts caused by motio…

eess.IV2024

Imaging foundation model for universal enhancement of non-ideal measurement CT

Rongjun Ge, Yuxin Liu, Zhan Wu +7

Non-ideal measurement computed tomography (NICT) employs suboptimal imaging protocols to expand CT applications. However, the resulting trade-offs degrade image quality, limiting c…

eess.IV20231 cited

JCCS-PFGM: A Novel Circle-Supervision based Poisson Flow Generative Model for Multiphase CECT Progressive Low-Dose Reconstruction with Joint Condition

Rongjun Ge, Yuting He, Cong Xia +3

Multiphase contrast-enhanced computed tomography (CECT) scan is clinically significant to demonstrate the anatomy at different phases. In practice, such a multiphase CECT scan inhe…