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20232026
most citedGenerative Diffusion Prior for Unified Image Restoration and Enhancement

10 citations · 19 across the 27 of their papers we have counts for

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13 papers · 1 filter

cs.CV2026

Denoising-GS: Gaussian Splatting with Spatial-aware Denoising

Qingyuan Zhou, Xinyi Liu, Weidong Yang +5

Recent advances in 3D Gaussian Splatting (3DGS) have achieved remarkable success in high-fidelity Novel View Synthesis (NVS), yet the optimization process inevitably introduces noi…

cs.CV2026

OmniLiDAR: A Unified Diffusion Framework for Multi-Domain 3D LiDAR Generation

Youquan Liu, Weidong Yang, Ao Liang +9

LiDAR scene generation is increasingly important for scalable simulation and synthetic data creation, especially under diverse sensing conditions that are costly to capture at scal…

cs.CV2025

La La LiDAR: Large-Scale Layout Generation from LiDAR Data

Youquan Liu, Lingdong Kong, Weidong Yang +5

Controllable generation of realistic LiDAR scenes is crucial for applications such as autonomous driving and robotics. While recent diffusion-based models achieve high-fidelity LiD…

cs.CV2025

Veila: Panoramic LiDAR Generation from a Monocular RGB Image

Youquan Liu, Lingdong Kong, Weidong Yang +8

Realistic and controllable panoramic LiDAR data generation is critical for scalable 3D perception in autonomous driving and robotics. Existing methods either perform unconditional…

cs.CV2025

Multi-modal Multi-task Pre-training for Improved Point Cloud Understanding

Liwen Liu, Weidong Yang, Lipeng Ma +1

Recent advances in multi-modal pre-training methods have shown promising effectiveness in learning 3D representations by aligning multi-modal features between 3D shapes and their c…

cs.CV2025

Reflections Unlock: Geometry-Aware Reflection Disentanglement in 3D Gaussian Splatting for Photorealistic Scenes Rendering

Jiayi Song, Zihan Ye, Qingyuan Zhou +5

Accurately rendering scenes with reflective surfaces remains a significant challenge in novel view synthesis, as existing methods like Neural Radiance Fields (NeRF) and 3D Gaussian…