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20242026
most citedSUFFICIENT: A scan-specific unsupervised deep learning framework for high-resolution 3D isotropic fetal brain MRI reconstruction

2 citations · 2 across the 13 of their papers we have counts for

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cs.CV2026

Zero-shot Low-Field MRI Enhancement via Diffusion-Based Adaptive Contrast Transport

Muyu Liu, Chenhe Du, Xuanyu Tian +5

Low-field (LF) magnetic resonance imaging (MRI) democratizes access to diagnostic imaging but is fundamentally limited by low signal-to-noise ratio and significant tissue contrast…

cs.CV2026

Resolving Blind Inverse Problems under Dynamic Range Compression via Structured Forward Operator Modeling

Muyu Liu, Xuanyu Tian, Chenhe Du +3

Recovering radiometric fidelity from unknown dynamic range compression (UDRC), such as low-light enhancement and HDR reconstruction, is a challenging blind inverse problem, due to…

cs.CV2026

Improving 2D Diffusion Models for 3D Medical Imaging with Inter-Slice Consistent Stochasticity

Chenhe Du, Qing Wu, Xuanyu Tian +3

3D medical imaging is in high demand and essential for clinical diagnosis and scientific research. Currently, diffusion models (DMs) have become an effective tool for medical imagi…

cs.CV2025

NICE: Neural Implicit Craniofacial Model for Orthognathic Surgery Prediction

Jiawen Yang, Yihui Cao, Xuanyu Tian +2

Orthognathic surgery is a crucial intervention for correcting dentofacial skeletal deformities to enhance occlusal functionality and facial aesthetics. Accurate postoperative facia…

cs.CV2025

JSolver: Joint Spectrum Estimation and Multi-Material Decomposition from Single-Energy CT Projections

Qing Wu, Hongjiang Wei, Jingyi Yu +2

Multi-material decomposition (MMD) enables quantitative reconstruction of tissue compositions in the human body, supporting a wide range of clinical applications. However, traditio…

cs.CV2024

Coordinate-Based Neural Representation Enabling Zero-Shot Learning for 3D Multiparametric Quantitative MRI

Guoyan Lao, Ruimin Feng, Haikun Qi +5

Quantitative magnetic resonance imaging (qMRI) offers tissue-specific physical parameters with significant potential for neuroscience research and clinical practice. However, lengt…