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20202026
most citedNAF: Neural Attenuation Fields for Sparse-View CBCT Reconstruction

113 citations · 117 across the 15 of their papers we have counts for

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8 papers · 1 filter

eess.IV2026

XPos3R: Cross-Modal Transformer for Intraoperative 2D/3D Registration

Shiyan Su, Ruyi Zha, Hongdong Li +2

Intraoperative 2D/3D registration, which aligns live X-ray images with preoperative volumes, is essential for image-guided interventions. Previous regression-based methods suffer f…

eess.IV2026

DiffNR: Diffusion-Enhanced Neural Representation Optimization for Sparse-View 3D Tomographic Reconstruction

Shiyan Su, Ruyi Zha, Danli Shi +2

Neural representations (NRs), such as neural fields and 3D Gaussians, effectively model volumetric data in computed tomography (CT) but suffer from severe artifacts under sparse-vi…

eess.IV2025

MoRe-3DGSMR: Motion-resolved reconstruction framework for free-breathing pulmonary MRI based on 3D Gaussian representation

Tengya Peng, Ruyi Zha, Qing Zou

This study presents an unsupervised, motion-resolved reconstruction framework for high-resolution, free-breathing pulmonary magnetic resonance imaging (MRI), utilizing a three-dime…

eess.IV2025★ 1 cited

X-LRM: X-ray Large Reconstruction Model for Extremely Sparse-View Computed Tomography Recovery in One Second

Guofeng Zhang, Ruyi Zha, Hao He +4

Sparse-view 3D CT reconstruction aims to recover volumetric structures from a limited number of 2D X-ray projections. Existing feedforward methods are constrained by the scarcity o…

eess.IV2025

Three-Dimensional MRI Reconstruction with Gaussian Representations: Tackling the Undersampling Problem

Tengya Peng, Ruyi Zha, Zhen Li +2

Three-Dimensional Gaussian Splatting (3DGS) has shown substantial promise in the field of computer vision, but remains unexplored in the field of magnetic resonance imaging (MRI).…

eess.IV2024

4DRGS: 4D Radiative Gaussian Splatting for Efficient 3D Vessel Reconstruction from Sparse-View Dynamic DSA Images

Zhentao Liu, Ruyi Zha, Huangxuan Zhao +2

Reconstructing 3D vessel structures from sparse-view dynamic digital subtraction angiography (DSA) images enables accurate medical assessment while reducing radiation exposure. Exi…

eess.IV2024★ 3 cited

R-Gaussian: Rectifying Radiative Gaussian Splatting for Tomographic Reconstruction

Ruyi Zha, Tao Jun Lin, Yuanhao Cai +3

3D Gaussian splatting (3DGS) has shown promising results in image rendering and surface reconstruction. However, its potential in volumetric reconstruction tasks, such as X-ray com…

eess.IV2022★ 113 cited

NAF: Neural Attenuation Fields for Sparse-View CBCT Reconstruction

Ruyi Zha, Yanhao Zhang, Hongdong Li

This paper proposes a novel and fast self-supervised solution for sparse-view CBCT reconstruction (Cone Beam Computed Tomography) that requires no external training data. Specifica…