No Pose, No Problem: Surprisingly Simple 3D Gaussian Splats from Sparse Unposed Images
Botao Ye, Sifei Liu, Haofei Xu, Xueting Li, Marc Pollefeys, Ming-Hsuan Yang, Songyou Peng
2025Year
98Top-tier citations
Abstract
NoPoSplat Novel View Synthesis 15 ms Pose Estimation Downstream Tasks 3D Gaussians in Canonical Space Unposed Images Figure 1: NoPoSplat. Given sparse unposed images, our method reconstructs 3D Gaussians of different views in a canonical space using a feed-forward network. The resulting 3D Gaussians can be utilized for accurate relative camera pose estimation and high-quality novel view synthesis. The input images for illustration are extracted from a Sora-generated video.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers98
- Depth Anything 3: Recovering the Visual Space from Any ViewsHaotong Lin, Sili Chen, Jun Hao Liew, Donny Y. Chen et al.ICLR 2026 · 720 citations
- STream3R: Scalable Sequential 3D Reconstruction with Causal TransformerYushi Lan, Yihang Luo, Fangzhou Hong, Shangchen Zhou et al.ICLR 2026 · 84 citations
- WorldMirror: Universal 3D World Reconstruction with Any-Prior PromptingYifan Liu, Zhiyuan Min, Zhenwei Wang, Junta Wu et al.ICML 2026 · 58 citations
- Dens3R: A Foundation Model for 3D Geometry PredictionXianze Fang, Jingnan Gao, Zhe Wang, Zhuo Chen et al.ICLR 2026 · 45 citations
- NeoVerse: Enhancing 4D World Model with in-the-wild Monocular VideosYuxue Yang, Lue Fan, Ziqi Shi, Junran Peng et al.CVPR 2026 · 42 citations
Builds on36
- An Image is Worth 16x16 Words: Transformers for Image Recognition at ScaleAlexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn et al.ICLR 2021 · 21,477 citations
- 3D Gaussian Splatting for Real-Time Radiance Field RenderingBernhard Kerbl, Georgios Kopanas, Thomas Leimkühler, George DrettakisSIGGRAPH 2023 · 5,687 citations
- Instant neural graphics primitives with a multiresolution hash encodingThomas Müller, Alex Evans, Christoph Schied, Alexander KellerSIGGRAPH 2022 · 4,089 citations
- Vision Transformers for Dense PredictionRené Ranftl, Alexey Bochkovskiy, Vladlen KoltunICCV 2021 · 2,647 citations
- MVSNeRF: Fast Generalizable Radiance Field Reconstruction from Multi-View StereoAnpei Chen, Zexiang Xu, Fuqiang Zhao, Xiaoshuai Zhang et al.ICCV 2021 · 1,024 citations
Related papers
- No Pose at All: Self-Supervised Pose-Free 3D Gaussian Splatting from Sparse ViewsRanran Huang, Krystian MikolajczykICCV 2025 · 12 citations
- LongSplat: Robust Unposed 3D Gaussian Splatting for Casual Long VideosChin-Yang Lin, Cheng Sun, Fu-En Yang, Min-Hung Chen et al.ICCV 2025 · 4 citations
- A Construct-Optimize Approach to Sparse View Synthesis without Camera PoseKaiwen Jiang, Yang Fu, Mukund Varma T., Yash Belhe et al.SIGGRAPH 2024 · 20 citations
- YoNoSplat: You Only Need One Model for Feedforward 3D Gaussian SplattingBotao Ye, Boqi Chen, Haofei Xu, Daniel Barath et al.ICLR 2026 · 39 citations
- Pose-Free Omnidirectional Gaussian Splatting for 360-Degree Videos with Consistent Depth PriorsChuanqing Zhuang, Xin Lu, Zehui Deng, Zhengda Lu et al.CVPR 2026
