Real-time 3D reconstruction from single-photon lidar data using plug-and-play point cloud denoisers
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Abstract (arXiv)
Single-photon lidar has emerged as a prime candidate technology for depth imaging through challenging environments. Until now, a major limitation has been the significant amount of time required for the analysis of the recorded data. Here we show a new computational framework for real-time three-dimensional (3D) scene reconstruction from single-photon data. By combining statistical models with highly scalable computational tools from the computer graphics community, we demonstrate 3D reconstruction of complex outdoor scenes with processing times of the order of 20 ms, where the lidar data was acquired in broad daylight from distances up to 320 metres. The proposed method can handle an unknown number of surfaces in each pixel, allowing for target detection and imaging through cluttered scenes. This enables robust, real-time target reconstruction of complex moving scenes, paving the way for single-photon lidar at video rates for practical 3D imaging applications.
Key facts. Cited by 14 papers in the map (data through 13 Oct 2026). First posted on arXiv 16 May 2019.
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Citing papers per year: 2021: 2; 2022: 5; 2023: 2; 2024: 1; 2025: 4.
14 papers.
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- 2021Active 3D Shape Reconstruction from Vision and Touchcited by 34
- 2023What's in a Prior? Learned Proximal Networks for Inverse Problemscited by 24
- 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstructioncited by 18
- 2021Passive Inter-Photon Imagingcited by 16
- 2022Zero-Truncated Poisson Regression for Sparse Multiway Count Data Corrupted by False Zeroscited by 3
- 2024Resolution Limit of Single-Photon LiDARcited by 3
- 2025Robust 3D Object Detection using Probabilistic Point Clouds from Single-Photon LiDARscited by 3
- 2022A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systemscited by 2
- 2022Sketched RT3D: How to reconstruct billions of photons per secondcited by 2
- 2022TreeSketchNet: From Sketch To 3D Tree Parameters Generationcited by 2
- 2022Simulating single-photon detector array sensors for depth imagingcited by 0
- 2025Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imagingcited by 0
- 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Cameras14 Oct 2025
- 2025Robust 3D Object Detection using Probabilistic Point Clouds from Single-Photon LiDARs31 Jul 2025
- 2025Long-Distance Field Demonstration of Imaging-Free Drone Identification in Intracity Environments26 Apr 2025
- 2025Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imaging3 Apr 2025
- 2024Resolution Limit of Single-Photon LiDAR25 Mar 2024
- 2023What's in a Prior? Learned Proximal Networks for Inverse Problems22 Oct 2023
- 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction14 Jul 2023
- 2022Simulating single-photon detector array sensors for depth imaging7 Oct 2022
- 2022TreeSketchNet: From Sketch To 3D Tree Parameters Generation25 Jul 2022
- 2022Sketched RT3D: How to reconstruct billions of photons per second2 Mar 2022
- 2022A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems26 Jan 2022
- 2022Zero-Truncated Poisson Regression for Sparse Multiway Count Data Corrupted by False Zeros25 Jan 2022
2 more
- 2021Active 3D Shape Reconstruction from Vision and Touch20 Jul 2021
- 2021Passive Inter-Photon Imaging31 Mar 2021
- 2021Active 3D Shape Reconstruction from Vision and Touchcited by 34
- 2023What's in a Prior? Learned Proximal Networks for Inverse Problemscited by 24
- 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstructioncited by 18
- 2021Passive Inter-Photon Imagingcited by 16
- 2022Zero-Truncated Poisson Regression for Sparse Multiway Count Data Corrupted by False Zeroscited by 3
- 2024Resolution Limit of Single-Photon LiDARcited by 3
- 2025Robust 3D Object Detection using Probabilistic Point Clouds from Single-Photon LiDARscited by 3
- 2022A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systemscited by 2
- 2022Sketched RT3D: How to reconstruct billions of photons per secondcited by 2
- 2022TreeSketchNet: From Sketch To 3D Tree Parameters Generationcited by 2
- 2022Simulating single-photon detector array sensors for depth imagingcited by 0
- 2025Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imagingcited by 0
12 most cited of 14 All 14 (JSON)
- 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Cameras14 Oct 2025
- 2025Robust 3D Object Detection using Probabilistic Point Clouds from Single-Photon LiDARs31 Jul 2025
- 2025Long-Distance Field Demonstration of Imaging-Free Drone Identification in Intracity Environments26 Apr 2025
- 2025Graph Attention-Driven Bayesian Deep Unrolling for Dual-Peak Single-Photon Lidar Imaging3 Apr 2025
- 2024Resolution Limit of Single-Photon LiDAR25 Mar 2024
- 2023What's in a Prior? Learned Proximal Networks for Inverse Problems22 Oct 2023
- 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction14 Jul 2023
- 2022Simulating single-photon detector array sensors for depth imaging7 Oct 2022
- 2022TreeSketchNet: From Sketch To 3D Tree Parameters Generation25 Jul 2022
- 2022Sketched RT3D: How to reconstruct billions of photons per second2 Mar 2022
- 2022A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems26 Jan 2022
- 2022Zero-Truncated Poisson Regression for Sparse Multiway Count Data Corrupted by False Zeros25 Jan 2022
12 newest of 14 All 14 (JSON)