Real-time Non-line-of-Sight imaging of dynamic scenes
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Abstract (arXiv)
Non-Line-of-Sight (NLOS) imaging aims at recovering the 3D geometry of objects that are hidden from the direct line of sight. In the past, this method has suffered from the weak available multibounce signal limiting scene size, capture speed, and reconstruction quality. While algorithms capable of reconstructing scenes at several frames per second have been demonstrated, real-time NLOS video has only been demonstrated for retro-reflective objects where the NLOS signal strength is enhanced by 4 orders of magnitude or more. Furthermore, it has also been noted that the signal-to-noise ratio of reconstructions in NLOS methods drops quickly with distance and past reconstructions, therefore, have been limited to small scenes with depths of few meters. Actual models of noise and resolution in the scene have been simplistic, ignoring many of the complexities of the problem. We show that SPAD (Single-Photon Avalanche Diode) array detectors with a total of just 28 pixels combined with a specifically extended Phasor Field reconstruction algorithm can reconstruct live real-time videos of non-retro-reflective NLOS scenes. We provide an analysis of the Signal-to-Noise-Ratio (SNR) of our reconstructions and show that for our method it is possible to reconstruct the scene such that SNR, motion blur, angular resolution, and depth resolution are all independent of scene size suggesting that reconstruction of very large scenes may be possible. In the future, the light efficiency for NLOS imaging systems can be improved further by adding more pixels to the sensor array.
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Oct 2020.
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Citing papers per year: 2022: 4; 2023: 6; 2024: 2; 2025: 5; 2026: 3.
20 papers.
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- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imagingcited by 15
- 2022Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularizationcited by 8
- 2023Omni-Line-of-Sight Imaging for Holistic Shape Reconstructioncited by 3
- 2023Virtual Mirrors: Non-Line-of-Sight Imaging Beyond the Third Bouncecited by 3
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Renderingcited by 3
- 2024Learning to Enhance Aperture Phasor Field for Non-Line-of-Sight Imagingcited by 3
- 2022Large-scale single-photon imagingcited by 2
- 2023Curvature regularization for Non-line-of-sight Imaging from Under-sampled Datacited by 2
- 2022Synthetic Wavelength Imaging -- Utilizing Spectral Correlations for High-Precision Time-of-Flight Sensingcited by 1
- 2023Domain Reduction Strategy for Non Line of Sight Imagingcited by 1
- 2025MARMOT: Masked Autoencoder for Modeling Transient Imagingcited by 1
- 2025Noise-adapted Neural Operator for Robust Non-Line-of-Sight Imagingcited by 1
8 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
- 2024Iterating the Transient Light Transport Matrix for Non-Line-of-Sight Imagingcited by 0
- 2025Dual-branch Graph Feature Learning for NLOS Imagingcited by 0
- 2025TransiT: Transient Transformer for Non-line-of-sight Videographycited by 0
- 2025Geometric Constrained Non-Line-of-Sight Imagingcited by 0
- 2026Imaging Hidden Objects with Consumer LiDAR via Motion Induced Samplingcited by 0
- 2026Memory-efficient GPU pipelines for real-time non-line-of-sight reconstructioncited by 0
- 2026Memory-efficient GPU pipelines for real-time non-line-of-sight reconstruction28 Aug 2026
- 2026Imaging Hidden Objects with Consumer LiDAR via Motion Induced Sampling18 May 2026
- 2026A comprehensive study of time-of-flight non-line-of-sight imaging10 Mar 2026
- 2025Noise-adapted Neural Operator for Robust Non-Line-of-Sight Imaging13 Aug 2025
- 2025MARMOT: Masked Autoencoder for Modeling Transient Imaging10 Jun 2025
- 2025Geometric Constrained Non-Line-of-Sight Imaging23 Mar 2025
- 2025TransiT: Transient Transformer for Non-line-of-sight Videography14 Mar 2025
- 2025Dual-branch Graph Feature Learning for NLOS Imaging27 Feb 2025
- 2024Iterating the Transient Light Transport Matrix for Non-Line-of-Sight Imaging13 Dec 2024
- 2024Learning to Enhance Aperture Phasor Field for Non-Line-of-Sight Imaging26 Jul 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
8 more
- 2023Domain Reduction Strategy for Non Line of Sight Imaging20 Aug 2023
- 2023Virtual Mirrors: Non-Line-of-Sight Imaging Beyond the Third Bounce26 Jul 2023
- 2023Omni-Line-of-Sight Imaging for Holistic Shape Reconstruction21 Apr 2023
- 2023Curvature regularization for Non-line-of-sight Imaging from Under-sampled Data1 Jan 2023
- 2022Large-scale single-photon imaging28 Dec 2022
- 2022Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularization21 Nov 2022
- 2022Synthetic Wavelength Imaging -- Utilizing Spectral Correlations for High-Precision Time-of-Flight Sensing11 Sep 2022
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imaging3 May 2022
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imagingcited by 15
- 2022Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularizationcited by 8
- 2023Omni-Line-of-Sight Imaging for Holistic Shape Reconstructioncited by 3
- 2023Virtual Mirrors: Non-Line-of-Sight Imaging Beyond the Third Bouncecited by 3
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Renderingcited by 3
- 2024Learning to Enhance Aperture Phasor Field for Non-Line-of-Sight Imagingcited by 3
- 2022Large-scale single-photon imagingcited by 2
- 2023Curvature regularization for Non-line-of-sight Imaging from Under-sampled Datacited by 2
- 2022Synthetic Wavelength Imaging -- Utilizing Spectral Correlations for High-Precision Time-of-Flight Sensingcited by 1
- 2023Domain Reduction Strategy for Non Line of Sight Imagingcited by 1
- 2025MARMOT: Masked Autoencoder for Modeling Transient Imagingcited by 1
- 2025Noise-adapted Neural Operator for Robust Non-Line-of-Sight Imagingcited by 1
12 most cited of 20 All 20 (JSON)
- 2026Memory-efficient GPU pipelines for real-time non-line-of-sight reconstruction28 Aug 2026
- 2026Imaging Hidden Objects with Consumer LiDAR via Motion Induced Sampling18 May 2026
- 2026A comprehensive study of time-of-flight non-line-of-sight imaging10 Mar 2026
- 2025Noise-adapted Neural Operator for Robust Non-Line-of-Sight Imaging13 Aug 2025
- 2025MARMOT: Masked Autoencoder for Modeling Transient Imaging10 Jun 2025
- 2025Geometric Constrained Non-Line-of-Sight Imaging23 Mar 2025
- 2025TransiT: Transient Transformer for Non-line-of-sight Videography14 Mar 2025
- 2025Dual-branch Graph Feature Learning for NLOS Imaging27 Feb 2025
- 2024Iterating the Transient Light Transport Matrix for Non-Line-of-Sight Imaging13 Dec 2024
- 2024Learning to Enhance Aperture Phasor Field for Non-Line-of-Sight Imaging26 Jul 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
12 newest of 20 All 20 (JSON)