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cs.CV2026

GS-Voxel: Fitting-Free Structured Latents for Large-Scale 3DGS Generation

Ming Qian, Zijian Wang, Minchao Sun +5

Many scalable latent 3D generators operate on structured tensors, whereas pre-optimized 3D Gaussian Splatting (3DGS) reconstructions are unordered, spatially irregular, and vary wi…

cs.CV2025

Robust Single-shot Structured Light 3D Imaging via Neural Feature Decoding

Jiaheng Li, Qiyu Dai, Lihan Li +4

We consider the problem of active 3D imaging using single-shot structured light systems, which are widely employed in commercial 3D sensing devices such as Apple Face ID and Intel…

cs.CV2025

From Orbit to Ground: Generative City Photogrammetry from Extreme Off-Nadir Satellite Images

Fei Yu, Yu Liu, Luyang Tang +10

City-scale 3D reconstruction from satellite imagery presents the challenge of extreme viewpoint extrapolation, where our goal is to synthesize ground-level novel views from sparse…

cs.CV2025

PointCNN++: Performant Convolution on Native Points

Lihan Li, Haofeng Zhong, Rui Bu +4

Existing convolutional learning methods for 3D point cloud data are divided into two paradigms: point-based methods that preserve geometric precision but often face performance cha…

cs.CV2025

The Less You Depend, The More You Learn: Synthesizing Novel Views from Sparse, Unposed Images with Minimal 3D Knowledge

Haoru Wang, Kai Ye, Minghan Qin +3

Recent advances in feed-forward Novel View Synthesis (NVS) have led to a divergence between two design philosophies: bias-driven methods, which rely on explicit 3D knowledge, such…

cs.CV2024

GeoSplatting: Towards Geometry Guided Gaussian Splatting for Physically-based Inverse Rendering

Kai Ye, Chong Gao, Guanbin Li +2

Recent 3D Gaussian Splatting (3DGS) representations have demonstrated remarkable performance in novel view synthesis; further, material-lighting disentanglement on 3DGS warrants re…