mlsanityData to 7 Oct 2026

High Flux Passive Imaging with Single-Photon Sensors

arXiv 1902.10190 ↗First posted 26 Feb 2019eess.IV cs.CV physics.ins-detcited by 23

Not on the map. Why?

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.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 5; 2022: 1; 2023: 3; 2024: 6; 2025: 4; 2026: 4.

23 papers.

Sort:

By area:

  1. 2021Passive Inter-Photon Imagingcited by 16
  2. 2021Progressive Joint Low-light Enhancement and Noise Removal for Raw Imagescited by 16
  3. 2021MantissaCam: Learning Snapshot High-dynamic-range Imaging with Perceptually-based In-pixel Irradiance Encodingcited by 10
  4. 2023SoDaCam: Software-defined Cameras via Single-Photon Imagingcited by 10
  5. 2021Photon-Starved Scene Inference using Single Photon Camerascited by 8
  6. 2022Single-Photon Structured Lightcited by 8
  7. 2023HDR Imaging with Spatially Varying Signal-to-Noise Ratioscited by 8
  8. 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
  9. 2024Generalized Event Camerascited by 7
  10. 2024Time-Resolved MNIST Dataset for Single-Photon Recognitioncited by 4
  11. 2024Streaming quanta sensors for online, high-performance imaging and visioncited by 3
  12. 2024Radiance Fields from Photonscited by 3
11 more
  1. 2023Panoramas from Photonscited by 2
  2. 2024Generative Quanta Color Imagingcited by 1
  3. 2024Photon Inhibition for Energy-Efficient Single-Photon Imagingcited by 1
  4. 2025SPC to 3D: Novel View Synthesis from Binary SPC via I2I translationcited by 0
  5. 2025Dynamic Watermark Generation for Digital Images using Perimeter Gated SPAD Imager PUFscited by 0
  6. 2025PhotonSplat: 3D Scene Reconstruction and Colorization from SPAD Sensorscited by 0
  7. 20253D Reconstruction from Transient Measurements with Time-Resolved Transformercited by 0
  8. 2026Fundamental Recovery Bounds for SPAD Signals under Stationary Fluxcited by 0
  9. 2026Accurate Simulation Pipeline for Passive Single-Photon Imagingcited by 0
  10. 2026gQIR: Generative Quanta Image Reconstructioncited by 0
  11. 2026High-Flux Count-Free Single-Photon 3D Camerascited by 0