Asynchronous Single-Photon 3D Imaging
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Abstract (arXiv)
Single-photon avalanche diodes (SPADs) are becoming popular in time-of-flight depth-ranging due to their unique ability to capture individual photons with picosecond timing resolution. However, ambient light (e.g., sunlight) incident on a SPAD-based 3D camera leads to severe non-linear distortions (pileup) in the measured waveform, resulting in large depth errors. We propose asynchronous single-photon 3D imaging, a family of acquisition schemes to mitigate pileup during data acquisition itself. Asynchronous acquisition temporally misaligns SPAD measurement windows and the laser cycles through deterministically predefined or randomized offsets. Our key insight is that pileup distortions can be "averaged out" by choosing a sequence of offsets that span the entire depth range. We develop a generalized image formation model and perform theoretical analysis to explore the space of asynchronous acquisition schemes and design high-performance schemes. Our simulations and experiments demonstrate an improvement in depth accuracy of up to an order of magnitude as compared to the state-of-the-art, across a wide range of imaging scenarios, including those with high ambient flux.
Key facts. Cited by 25 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Aug 2019.
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Citing papers per year: 2021: 8; 2022: 3; 2023: 3; 2024: 5; 2025: 3; 2026: 3.
25 papers.
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- 2021Passive Inter-Photon Imagingcited by 16
- 2021Progressive Joint Low-light Enhancement and Noise Removal for Raw Imagescited by 16
- 2021iToF2dToF: A Robust and Flexible Representation for Data-Driven Time-of-Flight Imagingcited by 11
- 2021Photon-Starved Scene Inference using Single Photon Camerascited by 8
- 2021High-speed object detection with a single-photon time-of-flight image sensorcited by 7
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
- 20223D Scene Inference from Transient Histogramscited by 6
- 2021Event Neural Networkscited by 5
- 2023Count-Free Single-Photon 3D Imaging with Race Logiccited by 4
- 2023Unlocking the Performance of Proximity Sensors by Utilizing Transient Histogramscited by 4
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognitioncited by 4
- 2024Resolution Limit of Single-Photon LiDARcited by 3
13 more
- 2024Single-Photon 3D Imaging with Equi-Depth Photon Histogramscited by 3
- 2025Robust 3D Object Detection using Probabilistic Point Clouds from Single-Photon LiDARscited by 3
- 2022Swept-Angle Synthetic Wavelength Interferometrycited by 2
- 2022Passive Micron-scale Time-of-Flight with Sunlight Interferometrycited by 2
- 2023Single-photon Image Super-resolution via Self-supervised Learningcited by 1
- 2024Generative Quanta Color Imagingcited by 1
- 2024Analysis and Improvement of Rank-Ordered Mean Algorithm in Single-Photon LiDARcited by 1
- 2025Shoot-Bounce-3D: Single-Shot Occlusion-Aware 3D from Lidar by Decomposing Two-Bounce Lightcited by 1
- 2021Centimeter-Wave Free-Space Time-of-Flight Imagingcited by 0
- 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Camerascited by 0
- 2026Accurate Simulation Pipeline for Passive Single-Photon Imagingcited by 0
- 2026Learning to Suppress SPAD-based LiDAR Flarecited by 0
- 2026High-Flux Count-Free Single-Photon 3D Camerascited by 0
- 2026High-Flux Count-Free Single-Photon 3D Cameras18 Aug 2026
- 2026Learning to Suppress SPAD-based LiDAR Flare3 Jul 2026
- 2026Accurate Simulation Pipeline for Passive Single-Photon Imaging19 Jan 2026
- 2025Shoot-Bounce-3D: Single-Shot Occlusion-Aware 3D from Lidar by Decomposing Two-Bounce Light5 Dec 2025
- 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
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognition22 Oct 2024
- 2024Single-Photon 3D Imaging with Equi-Depth Photon Histograms28 Aug 2024
- 2024Analysis and Improvement of Rank-Ordered Mean Algorithm in Single-Photon LiDAR29 Jul 2024
- 2024Generative Quanta Color Imaging28 Mar 2024
- 2024Resolution Limit of Single-Photon LiDAR25 Mar 2024
- 2023Unlocking the Performance of Proximity Sensors by Utilizing Transient Histograms25 Aug 2023
13 more
- 2023Count-Free Single-Photon 3D Imaging with Race Logic10 Jul 2023
- 2023Single-photon Image Super-resolution via Self-supervised Learning3 Mar 2023
- 2022Passive Micron-scale Time-of-Flight with Sunlight Interferometry19 Nov 2022
- 20223D Scene Inference from Transient Histograms9 Nov 2022
- 2022Swept-Angle Synthetic Wavelength Interferometry21 May 2022
- 2021Event Neural Networks2 Dec 2021
- 2021Adaptive Gating for Single-Photon 3D Imaging30 Nov 2021
- 2021High-speed object detection with a single-photon time-of-flight image sensor28 Jul 2021
- 2021Photon-Starved Scene Inference using Single Photon Cameras23 Jul 2021
- 2021Progressive Joint Low-light Enhancement and Noise Removal for Raw Images28 Jun 2021
- 2021Centimeter-Wave Free-Space Time-of-Flight Imaging25 May 2021
- 2021Passive Inter-Photon Imaging31 Mar 2021
- 2021iToF2dToF: A Robust and Flexible Representation for Data-Driven Time-of-Flight Imaging12 Mar 2021
- 2021Passive Inter-Photon Imagingcited by 16
- 2021Progressive Joint Low-light Enhancement and Noise Removal for Raw Imagescited by 16
- 2021iToF2dToF: A Robust and Flexible Representation for Data-Driven Time-of-Flight Imagingcited by 11
- 2021Photon-Starved Scene Inference using Single Photon Camerascited by 8
- 2021High-speed object detection with a single-photon time-of-flight image sensorcited by 7
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
- 20223D Scene Inference from Transient Histogramscited by 6
- 2021Event Neural Networkscited by 5
- 2023Count-Free Single-Photon 3D Imaging with Race Logiccited by 4
- 2023Unlocking the Performance of Proximity Sensors by Utilizing Transient Histogramscited by 4
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognitioncited by 4
- 2024Resolution Limit of Single-Photon LiDARcited by 3
12 most cited of 25 All 25 (JSON)
- 2026High-Flux Count-Free Single-Photon 3D Cameras18 Aug 2026
- 2026Learning to Suppress SPAD-based LiDAR Flare3 Jul 2026
- 2026Accurate Simulation Pipeline for Passive Single-Photon Imaging19 Jan 2026
- 2025Shoot-Bounce-3D: Single-Shot Occlusion-Aware 3D from Lidar by Decomposing Two-Bounce Light5 Dec 2025
- 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
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognition22 Oct 2024
- 2024Single-Photon 3D Imaging with Equi-Depth Photon Histograms28 Aug 2024
- 2024Analysis and Improvement of Rank-Ordered Mean Algorithm in Single-Photon LiDAR29 Jul 2024
- 2024Generative Quanta Color Imaging28 Mar 2024
- 2024Resolution Limit of Single-Photon LiDAR25 Mar 2024
- 2023Unlocking the Performance of Proximity Sensors by Utilizing Transient Histograms25 Aug 2023
12 newest of 25 All 25 (JSON)