Non-Line-of-Sight Reconstruction using Efficient Transient Rendering
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Abstract (arXiv)
Being able to see beyond the direct line of sight is an intriguing prospective and could benefit a wide variety of important applications. Recent work has demonstrated that time-resolved measurements of indirect diffuse light contain valuable information for reconstructing shape and reflectance properties of objects located around a corner. In this paper, we introduce a novel reconstruction scheme that, by design, produces solutions that are consistent with state-of-the-art physically-based rendering. Our method combines an efficient forward model (a custom renderer for time-resolved three-bounce indirect light transport) with an optimization framework to reconstruct object geometry in an analysis-by-synthesis sense. We evaluate our algorithm on a variety of synthetic and experimental input data, and show that it gracefully handles uncooperative scenes with high levels of noise or non-diffuse material reflectance.
Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 Sep 2018.
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Citing papers per year: 2021: 4; 2022: 2; 2023: 5; 2024: 1; 2025: 2; 2026: 3.
17 papers.
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- 2021Non-line-of-Sight Imaging via Neural Transient Fieldscited by 41
- 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonarcited by 16
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imagingcited by 15
- 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surfacecited by 13
- 2021Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenescited by 10
- 2024Flying with Photons: Rendering Novel Views of Propagating Lightcited by 7
- 2021Virtual Light Transport Matrices for Non-Line-Of-Sight Imagingcited by 6
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Renderingcited by 3
- 2022Occlusion Fields: An Implicit Representation for Non-Line-of-Sight Surface Reconstructioncited by 2
- 2021Towards Non-Line-of-Sight Photographycited by 1
- 2023Domain Reduction Strategy for Non Line of Sight Imagingcited by 1
- 2025Neural Inverse Rendering from Propagating Lightcited by 1
5 more
- 2026A comprehensive study of time-of-flight non-line-of-sight imagingcited by 1
- 2023Non-line-of-sight imaging in the presence of scattering media using phasor fieldscited by 0
- 2025Fast and Memory-efficient Non-line-of-sight Imaging with Quasi-Fresnel Transformcited by 0
- 2026A Renderer-Enabled Framework for Computing Parameter Estimation Lower Bounds in Plenoptic Imaging Systemscited by 0
- 2026Non-line-of-sight imaging with arbitrary relay surface geometries via 3D Gaussian Transient Renderingcited by 0
- 2026Non-line-of-sight imaging with arbitrary relay surface geometries via 3D Gaussian Transient Rendering19 Jun 2026
- 2026A comprehensive study of time-of-flight non-line-of-sight imaging10 Mar 2026
- 2026A Renderer-Enabled Framework for Computing Parameter Estimation Lower Bounds in Plenoptic Imaging Systems30 Jan 2026
- 2025Fast and Memory-efficient Non-line-of-sight Imaging with Quasi-Fresnel Transform4 Aug 2025
- 2025Neural Inverse Rendering from Propagating Light5 Jun 2025
- 2024Flying with Photons: Rendering Novel Views of Propagating Light9 Apr 2024
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Rendering21 Sep 2023
- 2023Non-line-of-sight imaging in the presence of scattering media using phasor fields25 Aug 2023
- 2023Domain Reduction Strategy for Non Line of Sight Imaging20 Aug 2023
- 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonar16 Jun 2023
- 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surface22 Mar 2023
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imaging3 May 2022
5 more
- 2022Occlusion Fields: An Implicit Representation for Non-Line-of-Sight Surface Reconstruction16 Mar 2022
- 2021Towards Non-Line-of-Sight Photography16 Sep 2021
- 2021Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenes28 Apr 2021
- 2021Virtual Light Transport Matrices for Non-Line-Of-Sight Imaging23 Mar 2021
- 2021Non-line-of-Sight Imaging via Neural Transient Fields2 Jan 2021
- 2021Non-line-of-Sight Imaging via Neural Transient Fieldscited by 41
- 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonarcited by 16
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imagingcited by 15
- 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surfacecited by 13
- 2021Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenescited by 10
- 2024Flying with Photons: Rendering Novel Views of Propagating Lightcited by 7
- 2021Virtual Light Transport Matrices for Non-Line-Of-Sight Imagingcited by 6
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Renderingcited by 3
- 2022Occlusion Fields: An Implicit Representation for Non-Line-of-Sight Surface Reconstructioncited by 2
- 2021Towards Non-Line-of-Sight Photographycited by 1
- 2023Domain Reduction Strategy for Non Line of Sight Imagingcited by 1
- 2025Neural Inverse Rendering from Propagating Lightcited by 1
12 most cited of 17 All 17 (JSON)
- 2026Non-line-of-sight imaging with arbitrary relay surface geometries via 3D Gaussian Transient Rendering19 Jun 2026
- 2026A comprehensive study of time-of-flight non-line-of-sight imaging10 Mar 2026
- 2026A Renderer-Enabled Framework for Computing Parameter Estimation Lower Bounds in Plenoptic Imaging Systems30 Jan 2026
- 2025Fast and Memory-efficient Non-line-of-sight Imaging with Quasi-Fresnel Transform4 Aug 2025
- 2025Neural Inverse Rendering from Propagating Light5 Jun 2025
- 2024Flying with Photons: Rendering Novel Views of Propagating Light9 Apr 2024
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Rendering21 Sep 2023
- 2023Non-line-of-sight imaging in the presence of scattering media using phasor fields25 Aug 2023
- 2023Domain Reduction Strategy for Non Line of Sight Imaging20 Aug 2023
- 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonar16 Jun 2023
- 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surface22 Mar 2023
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imaging3 May 2022
12 newest of 17 All 17 (JSON)