High Flux Passive Imaging with Single-Photon Sensors
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Abstract (arXiv)
Single-photon avalanche diodes (SPADs) are an emerging technology with a unique capability of capturing individual photons with high timing precision. SPADs are being used in several active imaging systems (e.g., fluorescence lifetime microscopy and LiDAR), albeit mostly limited to low photon flux settings. We propose passive free-running SPAD (PF-SPAD) imaging, an imaging modality that uses SPADs for capturing 2D intensity images with unprecedented dynamic range under ambient lighting, without any active light source. Our key observation is that the precise inter-photon timing measured by a SPAD can be used for estimating scene brightness under ambient lighting conditions, even for very bright scenes. We develop a theoretical model for PF-SPAD imaging, and derive a scene brightness estimator based on the average time of darkness between successive photons detected by a PF-SPAD pixel. Our key insight is that due to the stochastic nature of photon arrivals, this estimator does not suffer from a hard saturation limit. Coupled with high sensitivity at low flux, this enables a PF-SPAD pixel to measure a wide range of scene brightness, from very low to very high, thereby achieving extreme dynamic range. We demonstrate an improvement of over 2 orders of magnitude over conventional sensors by imaging scenes spanning a dynamic range of 1,000,000:1.
Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Feb 2019.
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Citing papers per year: 2021: 5; 2022: 1; 2023: 3; 2024: 6; 2025: 4; 2026: 4.
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- 2021Passive Inter-Photon Imagingcited by 16
- 2021Progressive Joint Low-light Enhancement and Noise Removal for Raw Imagescited by 16
- 2021MantissaCam: Learning Snapshot High-dynamic-range Imaging with Perceptually-based In-pixel Irradiance Encodingcited by 10
- 2023SoDaCam: Software-defined Cameras via Single-Photon Imagingcited by 10
- 2021Photon-Starved Scene Inference using Single Photon Camerascited by 8
- 2022Single-Photon Structured Lightcited by 8
- 2023HDR Imaging with Spatially Varying Signal-to-Noise Ratioscited by 8
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
- 2024Generalized Event Camerascited by 7
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognitioncited by 4
- 2024Streaming quanta sensors for online, high-performance imaging and visioncited by 3
- 2024Radiance Fields from Photonscited by 3
11 more
- 2023Panoramas from Photonscited by 2
- 2024Generative Quanta Color Imagingcited by 1
- 2024Photon Inhibition for Energy-Efficient Single-Photon Imagingcited by 1
- 2025SPC to 3D: Novel View Synthesis from Binary SPC via I2I translationcited by 0
- 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFscited by 0
- 2025PhotonSplat: 3D Scene Reconstruction and Colorization from SPAD Sensorscited by 0
- 20253D Reconstruction from Transient Measurements with Time-Resolved Transformercited by 0
- 2026Fundamental Recovery Bounds for SPAD Signals under Stationary Fluxcited by 0
- 2026Accurate Simulation Pipeline for Passive Single-Photon Imagingcited by 0
- 2026gQIR: Generative Quanta Image Reconstructioncited by 0
- 2026High-Flux Count-Free Single-Photon 3D Camerascited by 0
- 2026High-Flux Count-Free Single-Photon 3D Cameras18 Aug 2026
- 2026gQIR: Generative Quanta Image Reconstruction23 Feb 2026
- 2026Accurate Simulation Pipeline for Passive Single-Photon Imaging19 Jan 2026
- 2026Fundamental Recovery Bounds for SPAD Signals under Stationary Flux12 Jan 2026
- 20253D Reconstruction from Transient Measurements with Time-Resolved Transformer10 Oct 2025
- 2025PhotonSplat: 3D Scene Reconstruction and Colorization from SPAD Sensors26 Jun 2025
- 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFs20 Jun 2025
- 2025SPC to 3D: Novel View Synthesis from Binary SPC via I2I translation7 Jun 2025
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognition22 Oct 2024
- 2024Photon Inhibition for Energy-Efficient Single-Photon Imaging26 Sep 2024
- 2024Radiance Fields from Photons12 Jul 2024
- 2024Generalized Event Cameras2 Jul 2024
11 more
- 2024Streaming quanta sensors for online, high-performance imaging and vision2 Jun 2024
- 2024Generative Quanta Color Imaging28 Mar 2024
- 2023Panoramas from Photons7 Sep 2023
- 2023SoDaCam: Software-defined Cameras via Single-Photon Imaging31 Aug 2023
- 2023HDR Imaging with Spatially Varying Signal-to-Noise Ratios30 Mar 2023
- 2022Single-Photon Structured Light11 Apr 2022
- 2021MantissaCam: Learning Snapshot High-dynamic-range Imaging with Perceptually-based In-pixel Irradiance Encoding9 Dec 2021
- 2021Adaptive Gating for Single-Photon 3D Imaging30 Nov 2021
- 2021Photon-Starved Scene Inference using Single Photon Cameras23 Jul 2021
- 2021Progressive Joint Low-light Enhancement and Noise Removal for Raw Images28 Jun 2021
- 2021Passive Inter-Photon Imaging31 Mar 2021
- 2026gQIR: Generative Quanta Image Reconstructioncited by 0
- 2026gQIR: Generative Quanta Image Reconstruction23 Feb 2026
- 2021Passive Inter-Photon Imagingcited by 16
- 2021Progressive Joint Low-light Enhancement and Noise Removal for Raw Imagescited by 16
- 2021MantissaCam: Learning Snapshot High-dynamic-range Imaging with Perceptually-based In-pixel Irradiance Encodingcited by 10
- 2023SoDaCam: Software-defined Cameras via Single-Photon Imagingcited by 10
- 2021Photon-Starved Scene Inference using Single Photon Camerascited by 8
- 2022Single-Photon Structured Lightcited by 8
- 2023HDR Imaging with Spatially Varying Signal-to-Noise Ratioscited by 8
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
- 2024Generalized Event Camerascited by 7
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognitioncited by 4
- 2024Streaming quanta sensors for online, high-performance imaging and visioncited by 3
- 2024Radiance Fields from Photonscited by 3
12 most cited of 22 All 22 (JSON)
- 2026High-Flux Count-Free Single-Photon 3D Cameras18 Aug 2026
- 2026Accurate Simulation Pipeline for Passive Single-Photon Imaging19 Jan 2026
- 2026Fundamental Recovery Bounds for SPAD Signals under Stationary Flux12 Jan 2026
- 20253D Reconstruction from Transient Measurements with Time-Resolved Transformer10 Oct 2025
- 2025PhotonSplat: 3D Scene Reconstruction and Colorization from SPAD Sensors26 Jun 2025
- 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFs20 Jun 2025
- 2025SPC to 3D: Novel View Synthesis from Binary SPC via I2I translation7 Jun 2025
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognition22 Oct 2024
- 2024Photon Inhibition for Energy-Efficient Single-Photon Imaging26 Sep 2024
- 2024Radiance Fields from Photons12 Jul 2024
- 2024Generalized Event Cameras2 Jul 2024
- 2024Streaming quanta sensors for online, high-performance imaging and vision2 Jun 2024
12 newest of 22 All 22 (JSON)