TomoFluid: Reconstructing Dynamic Fluid From Sparse View Videos
Guangming Zang, Ramzi Idoughi, Congli Wang, Anthony Bennett, Jianguo Du, Scott Skeen, William L. Roberts, Peter Wonka, Wolfgang Heidrich
Abstract
Visible light tomography is a promising and increasingly popular technique for fluid imaging. However, the use of a sparse number of viewpoints in the capturing setups makes the reconstruction of fluid flows very challenging. In this paper, we present a state-of-the-art 4D tomographic reconstruction framework that integrates several regularizers into a multi-scale matrix free optimization algorithm. In addition to existing regularizers, we propose two new regularizers for improved results: a regularizer based on view interpolation of projected images and a regularizer to encourage reprojection consistency. We demonstrate our method with extensive experiments on both simulated and real data.
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.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 973403b7-7ca3-4116-b099-a8ac0c67f2e7Cited by top-tier papers16
- IntraTomo: Self-supervised Learning-based Tomography via Sinogram Synthesis and PredictionGuangming Zang, Ramzi Idoughi, Rui Li, Peter Wonka et al.ICCV 2021 · 128 citations
- Physics informed neural fields for smoke reconstruction with sparse dataMengyu Chu, Lingjie Liu, Quan Zheng, Aleksandra Franz et al.SIGGRAPH 2022 · 62 citations
- NeAT: neural adaptive tomographyDarius Rückert, Yuanhao Wang, Rui Li, Ramzi Idoughi et al.SIGGRAPH 2022 · 60 citations
- Inferring Hybrid Neural Fluid Fields from VideosHong-Xing Yu, Yang Zheng, Yuan Gao, Yitong Deng et al.NeurIPS 2023 · 36 citations
- 4D Cloud Scattering TomographyRoi Ronen, Yoav Y. Schechner, Eshkol EytanICCV 2021 · 19 citations
Related papers
- SparseCam4D: Spatio-Temporally Consistent 4D Reconstruction from Sparse CamerasWeihong Pan, Xiaoyu Zhang, Zhuang Zhang, Zhichao Ye et al.CVPR 2026
- LagrangianSplats: Divergence-Free Transport of Gaussian Primitives for Fluid ReconstructionNingxiao Tao, Baoquan Chen, Mengyu ChuSIGGRAPH 2026
- Vista4D: Video Reshooting with 4D Point CloudsKuan Heng Lin, Zhizheng Liu, Pablo Salamanca, Yash Kant et al.CVPR 2026 · 17 citations
- Global Transport for Fluid Reconstruction With Learned Self-SupervisionAleksandra Franz, Barbara Solenthaler, Nils ThuereyCVPR 2021
- Diffusion2: Dynamic 3D Content Generation via Score Composition of Video and Multi-view Diffusion ModelsZeyu Yang, Zijie Pan, Chun Gu, Li ZhangICLR 2025
