mlsanityData to 7 Oct 2026

Photon-Flooded Single-Photon 3D Cameras

arXiv 1903.08347 ↗First posted 20 Mar 2019cs.CV eess.IVcited by 23

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Abstract (arXiv)

Single photon avalanche diodes (SPADs) are starting to play a pivotal role in the development of photon-efficient, long-range LiDAR systems. However, due to non-linearities in their image formation model, a high photon flux (e.g., due to strong sunlight) leads to distortion of the incident temporal waveform, and potentially, large depth errors. Operating SPADs in low flux regimes can mitigate these distortions, but, often requires attenuating the signal and thus, results in low signal-to-noise ratio. In this paper, we address the following basic question: what is the optimal photon flux that a SPAD-based LiDAR should be operated in? We derive a closed form expression for the optimal flux, which is quasi-depth-invariant, and depends on the ambient light strength. The optimal flux is lower than what a SPAD typically measures in real world scenarios, but surprisingly, considerably higher than what is conventionally suggested for avoiding distortions. We propose a simple, adaptive approach for achieving the optimal flux by attenuating incident flux based on an estimate of ambient light strength. Using extensive simulations and a hardware prototype, we show that the optimal flux criterion holds for several depth estimators, under a wide range of illumination conditions.

Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Mar 2019.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 3; 2023: 2; 2024: 6; 2025: 4; 2026: 4.

23 papers.

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  1. 2024Towards 3D Vision with Low-Cost Single-Photon Camerascited by 15
  2. 2021Photon-Starved Scene Inference using Single Photon Camerascited by 8
  3. 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
  4. 2023Count-Free Single-Photon 3D Imaging with Race Logiccited by 4
  5. 2023Unlocking the Performance of Proximity Sensors by Utilizing Transient Histogramscited by 4
  6. 2024Resolution Limit of Single-Photon LiDARcited by 3
  7. 2024Using a Distance Sensor to Detect Deviations in a Planar Surfacecited by 3
  8. 2024Single-Photon 3D Imaging with Equi-Depth Photon Histogramscited by 3
  9. 2024Quanta Video Restorationcited by 3
  10. 2025Recovering Parametric Scenes from Very Few Time-of-Flight Pixelscited by 3
  11. 2022Swept-Angle Synthetic Wavelength Interferometrycited by 2
  12. 2022Passive Micron-scale Time-of-Flight with Sunlight Interferometrycited by 2
11 more
  1. 2024Generative Quanta Color Imagingcited by 1
  2. 2021Centimeter-Wave Free-Space Time-of-Flight Imagingcited by 0
  3. 2021Onsite Non-Line-of-Sight Imaging via Online Calibrationscited by 0
  4. 2022Simulating single-photon detector array sensors for depth imagingcited by 0
  5. 2025Joint Depth and Reflectivity Estimation using Single-Photon LiDARcited by 0
  6. 20253D Reconstruction from Transient Measurements with Time-Resolved Transformercited by 0
  7. 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Camerascited by 0
  8. 2026Fundamental Recovery Bounds for SPAD Signals under Stationary Fluxcited by 0
  9. 2026Ghosts in the Point Clouds: De-glaring LiDAR in the Transient Domaincited by 0
  10. 2026Learning to Suppress SPAD-based LiDAR Flarecited by 0
  11. 2026High-Flux Count-Free Single-Photon 3D Camerascited by 0