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
摘要
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.
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引用它的顶会 Paper16
- IntraTomo: Self-supervised Learning-based Tomography via Sinogram Synthesis and PredictionGuangming Zang, Ramzi Idoughi, Rui Li, Peter Wonka 等ICCV 2021 · 被引用 128 次
- Physics informed neural fields for smoke reconstruction with sparse dataMengyu Chu, Lingjie Liu, Quan Zheng, Aleksandra Franz 等SIGGRAPH 2022 · 被引用 62 次
- NeAT: neural adaptive tomographyDarius Rückert, Yuanhao Wang, Rui Li, Ramzi Idoughi 等SIGGRAPH 2022 · 被引用 60 次
- Inferring Hybrid Neural Fluid Fields from VideosHong-Xing Yu, Yang Zheng, Yuan Gao, Yitong Deng 等NeurIPS 2023 · 被引用 36 次
- 4D Cloud Scattering TomographyRoi Ronen, Yoav Y. Schechner, Eshkol EytanICCV 2021 · 被引用 19 次
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