Optimal biasing and physical limits of DVS event noise
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Abstract (arXiv)
Under dim lighting conditions, the output of Dynamic Vision Sensor (DVS) event cameras is strongly affected by noise. Photon and electron shot-noise cause a high rate of non-informative events that reduce Signal to Noise ratio. DVS noise performance depends not only on the scene illumination, but also on the user-controllable biasing of the camera. In this paper, we explore the physical limits of DVS noise, showing that the DVS photoreceptor is limited to a theoretical minimum of 2x photon shot noise, and we discuss how biasing the DVS with high photoreceptor bias and adequate source-follower bias approaches optimal noise performance. We support our conclusions with pixel-level measurements of a DAVIS346 and analysis of a theoretical pixel model.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Apr 2023.
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Citing papers per year: 2024: 8; 2025: 5.
13 papers.
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- 2024Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Camerascited by 10
- 2024Deblur e-NeRF: NeRF from Motion-Blurred Events under High-speed or Low-light Conditionscited by 10
- 2024ADV2E: Bridging the Gap Between Analogue Circuit and Discrete Frames in the Video-to-Events Simulatorcited by 7
- 2024Autobiasing Event Camerascited by 2
- 2024Quantifying Noise of Dynamic Vision Sensorcited by 1
- 2024Optimal OnTheFly Feedback Control of Event Sensorscited by 1
- 2025On the Theory of Bias Tuning in Event Camerascited by 1
- 2025BiasBench: A reproducible benchmark for tuning the biases of event camerascited by 1
- 2024Learning to Robustly Reconstruct Low-light Dynamic Scenes from Spike Streamscited by 0
- 2024Characterization of dim light response in DVS pixel: Discontinuity of event triggering timecited by 0
- 2025Seeing the Unseen in Low-light Spike Streamscited by 0
- 2025Autobiasing Event Cameras for Flickering Mitigationcited by 0
1 more
- 2025Hybrid Event Frame Sensors: Modeling, Calibration, and Simulation22 Nov 2025
- 2025Autobiasing Event Cameras for Flickering Mitigation4 Nov 2025
- 2025Seeing the Unseen in Low-light Spike Streams27 Sep 2025
- 2025BiasBench: A reproducible benchmark for tuning the biases of event cameras25 Apr 2025
- 2025On the Theory of Bias Tuning in Event Cameras30 Jan 2025
- 2024ADV2E: Bridging the Gap Between Analogue Circuit and Discrete Frames in the Video-to-Events Simulator19 Nov 2024
- 2024Autobiasing Event Cameras1 Nov 2024
- 2024Deblur e-NeRF: NeRF from Motion-Blurred Events under High-speed or Low-light Conditions26 Sep 2024
- 2024Optimal OnTheFly Feedback Control of Event Sensors23 Aug 2024
- 2024Characterization of dim light response in DVS pixel: Discontinuity of event triggering time27 Apr 2024
- 2024Quantifying Noise of Dynamic Vision Sensor2 Apr 2024
- 2024Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Cameras25 Mar 2024
1 more
- 2024Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Camerascited by 10
- 2024Deblur e-NeRF: NeRF from Motion-Blurred Events under High-speed or Low-light Conditionscited by 10
- 2024ADV2E: Bridging the Gap Between Analogue Circuit and Discrete Frames in the Video-to-Events Simulatorcited by 7
- 2024Autobiasing Event Camerascited by 2
- 2024Quantifying Noise of Dynamic Vision Sensorcited by 1
- 2024Optimal OnTheFly Feedback Control of Event Sensorscited by 1
- 2025On the Theory of Bias Tuning in Event Camerascited by 1
- 2025BiasBench: A reproducible benchmark for tuning the biases of event camerascited by 1
- 2024Learning to Robustly Reconstruct Low-light Dynamic Scenes from Spike Streamscited by 0
- 2024Characterization of dim light response in DVS pixel: Discontinuity of event triggering timecited by 0
- 2025Seeing the Unseen in Low-light Spike Streamscited by 0
- 2025Autobiasing Event Cameras for Flickering Mitigationcited by 0
12 most cited of 13 All 13 (JSON)
- 2025Hybrid Event Frame Sensors: Modeling, Calibration, and Simulation22 Nov 2025
- 2025Autobiasing Event Cameras for Flickering Mitigation4 Nov 2025
- 2025Seeing the Unseen in Low-light Spike Streams27 Sep 2025
- 2025BiasBench: A reproducible benchmark for tuning the biases of event cameras25 Apr 2025
- 2025On the Theory of Bias Tuning in Event Cameras30 Jan 2025
- 2024ADV2E: Bridging the Gap Between Analogue Circuit and Discrete Frames in the Video-to-Events Simulator19 Nov 2024
- 2024Autobiasing Event Cameras1 Nov 2024
- 2024Deblur e-NeRF: NeRF from Motion-Blurred Events under High-speed or Low-light Conditions26 Sep 2024
- 2024Optimal OnTheFly Feedback Control of Event Sensors23 Aug 2024
- 2024Characterization of dim light response in DVS pixel: Discontinuity of event triggering time27 Apr 2024
- 2024Quantifying Noise of Dynamic Vision Sensor2 Apr 2024
- 2024Enhancing Visual Place Recognition via Fast and Slow Adaptive Biasing in Event Cameras25 Mar 2024
12 newest of 13 All 13 (JSON)