NeISF: Neural Incident Stokes Field for Geometry and Material Estimation
Chenhao Li, Taishi Ono, Takeshi Uemori, Hajime Mihara, Alexander Gatto, Hajime Nagahara, Yusuke Moriuchi
2024Year
14Top-tier citations
Abstract
Figure 1. NeISF reconstructs highly accurate shapes and materials using polarization cues. The inter-reflection between the teapot and the book is clearly observed in our specular intensity, while PANDORA [17] is heavily affected by the textures and does not correctly reconstruct the inter-reflection because it only assumes single-bounced illumination. DoLP denotes the degree of linear polarization.
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 papers14
- PolarAnything: Diffusion-based Polarimetric Image SynthesisKailong Zhang, Youwei Lyu, Heng Guo, Si Li et al.ICCV 2025 · 3 citations
- PolGS: Polarimetric Gaussian Splatting for Fast Reflective Surface ReconstructionYufei Han, Bowen Tie, Heng Guo, Youwei Lyu et al.ICCV 2025 · 2 citations
- Benchmarking Burst Super-Resolution for Polarization Images: Noise Dataset and AnalysisInseung Hwang, Kiseok Choi, Hyunho Ha, Min H. KimICCV 2025 · 2 citations
- PolarGuide-GSDR: 3D Gaussian Splatting Driven by Polarization Priors and Deferred Reflection for Real-World Reflective ScenesDerui Shan, Qian Qiao, Hao Lu, Tao Du et al.CVPR 2026 · 1 citation
- Polarimetric Neural Field via Unified Complex-Valued Wave RepresentationChu Zhou, Yixin Yang, Junda Liao, Heng Guo et al.ICCV 2025 · 1 citation
Builds on51
- NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view ReconstructionPeng Wang, Lingjie Liu, Yuan Liu, Christian Theobalt et al.NeurIPS 2021 · 2,500 citations
- Volume Rendering of Neural Implicit SurfacesLior Yariv, Jiatao Gu, Yoni Kasten, Yaron LipmanNeurIPS 2021 · 1,421 citations
- Multiview Neural Surface Reconstruction by Disentangling Geometry and AppearanceLior Yariv, Yoni Kasten, Dror Moran, Meirav Galun et al.NeurIPS 2020 · 1,010 citations
- NeRD: Neural Reflectance Decomposition from Image CollectionsMark Boss, Raphael Braun, Varun Jampani, Jonathan T. Barron et al.ICCV 2021 · 608 citations
- Extracting Triangular 3D Models, Materials, and Lighting From ImagesJacob Munkberg, Wenzheng Chen, Jon Hasselgren, Alex Evans et al.CVPR 2022 · 306 citations
Related papers
- NeISF++: Neural Incident Stokes Field for Polarized Inverse Rendering of Conductors and DielectricsChenhao Li, Taishi Ono, Takeshi Uemori, Sho Nitta et al.CVPR 2025
- GNeRP: Gaussian-guided Neural Reconstruction of Reflective Objects with Noisy Polarization PriorsLi Yang, Ruizheng Wu, Jiyong Li, Ying-Cong ChenICLR 2024 · 4 citations
- NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized ImagesYufei Han, Heng Guo, Koki Fukai, Hiroaki Santo et al.CVPR 2024
- DiLiGenT-Π: Photometric Stereo for Planar Surfaces with Rich Details - Benchmark Dataset and BeyondFeishi Wang, Jieji Ren, Heng Guo, Mingjun Ren et al.ICCV 2023 · 18 citations
- NeAT: Learning Neural Implicit Surfaces with Arbitrary Topologies from Multi-View ImagesXiaoxu Meng, Weikai Chen, Bo YangCVPR 2023
