Passive Inter-Photon Imaging
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Abstract (arXiv)
Digital camera pixels measure image intensities by converting incident light energy into an analog electrical current, and then digitizing it into a fixed-width binary representation. This direct measurement method, while conceptually simple, suffers from limited dynamic range and poor performance under extreme illumination -- electronic noise dominates under low illumination, and pixel full-well capacity results in saturation under bright illumination. We propose a novel intensity cue based on measuring inter-photon timing, defined as the time delay between detection of successive photons. Based on the statistics of inter-photon times measured by a time-resolved single-photon sensor, we develop theory and algorithms for a scene brightness estimator which works over extreme dynamic range; we experimentally demonstrate imaging scenes with a dynamic range of over ten million to one. The proposed techniques, aided by the emergence of single-photon sensors such as single-photon avalanche diodes (SPADs) with picosecond timing resolution, will have implications for a wide range of imaging applications: robotics, consumer photography, astronomy, microscopy and biomedical imaging.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). Builds on 12 of its 58 references that are in the map. First posted on arXiv 31 Mar 2021.
Builds on
12 of 58 references.
References · 12
- 2014Adam: A Method for Stochastic Optimizationcited by 36,960
- 2017Burst Denoising with Kernel Prediction Networkscited by 156
- 2018Virtual Wave Optics for Non-Line-of-Sight Imagingcited by 54
- 2019A megapixel time-gated SPAD image sensor for 2D and 3D imaging applicationscited by 28
- 2019Asynchronous Single-Photon 3D Imagingcited by 25
- 2020Quanta Burst Photographycited by 25
- 2019High Flux Passive Imaging with Single-Photon Sensorscited by 23
- 2020Deep Non-Line-of-Sight Reconstructioncited by 21
- 2019Real-time 3D reconstruction from single-photon lidar data using plug-and-play point cloud denoiserscited by 14
- 2018Dead Time Compensation for High-Flux Rangingcited by 9
- 2019Spatial images from temporal datacited by 7
- 2019Megapixel Photon-Counting Color Imaging using Quanta Image Sensorcited by 5
Built on by
Citing papers per year: 2021: 1; 2022: 1; 2023: 4; 2024: 5; 2025: 1; 2026: 4.
16 papers.
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- 2023Robust Generalization against Photon-Limited Corruptions via Worst-Case Sharpness Minimizationcited by 29
- 2023SoDaCam: Software-defined Cameras via Single-Photon Imagingcited by 10
- 2022Single-Photon Structured Lightcited by 8
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
- 2024Generalized Event Camerascited by 7
- 2023Spatially Varying Exposure with 2-by-2 Multiplexing: Optimality and Universalitycited by 6
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognitioncited by 4
- 2024Event Cameras Meet SPADs for High-Speed, Low-Bandwidth Imagingcited by 3
- 2023Panoramas from Photonscited by 2
- 2024Dual Exposure Stereo for Extended Dynamic Range 3D Imagingcited by 2
- 2024Photon Inhibition for Energy-Efficient Single-Photon Imagingcited by 1
- 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFscited by 0
4 more
- 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
- 2026Practical Noise Modeling for SPAD Intensity Imagingcited by 0
- 2026Practical Noise Modeling for SPAD Intensity Imaging1 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
- 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFs20 Jun 2025
- 2024Dual Exposure Stereo for Extended Dynamic Range 3D Imaging3 Dec 2024
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognition22 Oct 2024
- 2024Photon Inhibition for Energy-Efficient Single-Photon Imaging26 Sep 2024
- 2024Generalized Event Cameras2 Jul 2024
- 2024Event Cameras Meet SPADs for High-Speed, Low-Bandwidth Imaging17 Apr 2024
- 2023Panoramas from Photons7 Sep 2023
- 2023SoDaCam: Software-defined Cameras via Single-Photon Imaging31 Aug 2023
4 more
- 2023Spatially Varying Exposure with 2-by-2 Multiplexing: Optimality and Universality30 Jun 2023
- 2023Robust Generalization against Photon-Limited Corruptions via Worst-Case Sharpness Minimization23 Mar 2023
- 2022Single-Photon Structured Light11 Apr 2022
- 2021Adaptive Gating for Single-Photon 3D Imaging30 Nov 2021
- 2026gQIR: Generative Quanta Image Reconstructioncited by 0
- 2026gQIR: Generative Quanta Image Reconstruction23 Feb 2026
- 2023Robust Generalization against Photon-Limited Corruptions via Worst-Case Sharpness Minimizationcited by 29
- 2023SoDaCam: Software-defined Cameras via Single-Photon Imagingcited by 10
- 2022Single-Photon Structured Lightcited by 8
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
- 2024Generalized Event Camerascited by 7
- 2023Spatially Varying Exposure with 2-by-2 Multiplexing: Optimality and Universalitycited by 6
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognitioncited by 4
- 2024Event Cameras Meet SPADs for High-Speed, Low-Bandwidth Imagingcited by 3
- 2023Panoramas from Photonscited by 2
- 2024Dual Exposure Stereo for Extended Dynamic Range 3D Imagingcited by 2
- 2024Photon Inhibition for Energy-Efficient Single-Photon Imagingcited by 1
- 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFscited by 0
12 most cited of 15 All 15 (JSON)
- 2026Practical Noise Modeling for SPAD Intensity Imaging1 Aug 2026
- 2026Accurate Simulation Pipeline for Passive Single-Photon Imaging19 Jan 2026
- 2026Fundamental Recovery Bounds for SPAD Signals under Stationary Flux12 Jan 2026
- 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFs20 Jun 2025
- 2024Dual Exposure Stereo for Extended Dynamic Range 3D Imaging3 Dec 2024
- 2024Time-Resolved MNIST Dataset for Single-Photon Recognition22 Oct 2024
- 2024Photon Inhibition for Energy-Efficient Single-Photon Imaging26 Sep 2024
- 2024Generalized Event Cameras2 Jul 2024
- 2024Event Cameras Meet SPADs for High-Speed, Low-Bandwidth Imaging17 Apr 2024
- 2023Panoramas from Photons7 Sep 2023
- 2023SoDaCam: Software-defined Cameras via Single-Photon Imaging31 Aug 2023
- 2023Spatially Varying Exposure with 2-by-2 Multiplexing: Optimality and Universality30 Jun 2023
12 newest of 15 All 15 (JSON)