1000x Faster Camera and Machine Vision with Ordinary Devices
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Abstract (arXiv)
In digital cameras, we find a major limitation: the image and video form inherited from a film camera obstructs it from capturing the rapidly changing photonic world. Here, we present vidar, a bit sequence array where each bit represents whether the accumulation of photons has reached a threshold, to record and reconstruct the scene radiance at any moment. By employing only consumer-level CMOS sensors and integrated circuits, we have developed a vidar camera that is 1,000x faster than conventional cameras. By treating vidar as spike trains in biological vision, we have further developed a spiking neural network-based machine vision system that combines the speed of the machine and the mechanism of biological vision, achieving high-speed object detection and tracking 1,000x faster than human vision. We demonstrate the utility of the vidar camera and the super vision system in an assistant referee and target pointing system. Our study is expected to fundamentally revolutionize the image and video concepts and related industries, including photography, movies, and visual media, and to unseal a new spiking neural network-enabled speed-free machine vision era.
Key facts. Cited by 25 papers in the map (data through 7 Oct 2026). Builds on 1 of its 26 references that are in the map. First posted on arXiv 23 Jan 2022.
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Citing papers per year: 2023: 3; 2024: 10; 2025: 9; 2026: 3.
25 papers.
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- 2023Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarkscited by 90
- 2024Line-based 6-DoF Object Pose Estimation and Tracking With an Event Cameracited by 29
- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraftcited by 18
- 2023Event-based Continuous Color Video Decompression from Single Framescited by 14
- 2025SDTrack: A Baseline for Event-based Tracking via Spiking Neural Networkscited by 11
- 2023SpikeCV: Open a Continuous Computer Vision Eracited by 7
- 2024SpikeNeRF: Learning Neural Radiance Fields from Continuous Spike Streamcited by 7
- 2024SpikeReveal: Unlocking Temporal Sequences from Real Blurry Inputs with Spike Streamscited by 6
- 2024SpikeGS: 3D Gaussian Splatting from Spike Streams with High-Speed Camera Motioncited by 6
- 2025Simultaneous Enhancement and Noise Suppression under Complex Illumination Conditionscited by 5
- 2024Fast Window-Based Event Denoising with Spatiotemporal Correlation Enhancementcited by 3
- 2024USP-Gaussian: Unifying Spike-based Image Reconstruction, Pose Correction and Gaussian Splattingcited by 3
13 more
- 2025SOTA: Spike-Navigated Optimal TrAnsport Saliency Region Detection in Composite-bias Videoscited by 3
- 2025Optical Flow-Guided 6DoF Object Pose Tracking with an Event Cameracited by 2
- 2024SpikeMM: Flexi-Magnification of High-Speed Micro-Motionscited by 1
- 2024SpikeGS: Learning 3D Gaussian Fields from Continuous Spike Streamcited by 1
- 2024High-speed and High-quality Vision Reconstruction of Spike Camera with Spike Stability Theoremcited by 1
- 2025SpikeDerain: Unveiling Clear Videos from Rainy Sequences Using Color Spike Streamscited by 1
- 2025SPKLIP: Aligning Spike Video Streams with Natural Languagecited by 1
- 2025SpikeStereoNet: A Brain-Inspired Framework for Stereo Depth Estimation from Spike Streamscited by 1
- 2024Learning to Robustly Reconstruct Low-light Dynamic Scenes from Spike Streamscited by 0
- 2025Seeing the Unseen in Low-light Spike Streamscited by 0
- 2026Spatio-Temporal Difference Guided Motion Deblurring with the Complementary Vision Sensorcited by 0
- 2026A Geometric Framework for Absolute Pose and Velocity Estimation with Event Camerascited by 0
- 2026Neuromorphic Object Detection: An In-Depth Study and Future Directionscited by 0
- 2026Neuromorphic Object Detection: An In-Depth Study and Future Directions26 Jul 2026
- 2026A Geometric Framework for Absolute Pose and Velocity Estimation with Event Cameras8 Jun 2026
- 2026Spatio-Temporal Difference Guided Motion Deblurring with the Complementary Vision Sensor12 Apr 2026
- 2025Optical Flow-Guided 6DoF Object Pose Tracking with an Event Camera24 Dec 2025
- 2025Simultaneous Enhancement and Noise Suppression under Complex Illumination Conditions9 Dec 2025
- 2025Seeing the Unseen in Low-light Spike Streams27 Sep 2025
- 2025SpikeStereoNet: A Brain-Inspired Framework for Stereo Depth Estimation from Spike Streams26 May 2025
- 2025SPKLIP: Aligning Spike Video Streams with Natural Language19 May 2025
- 2025SOTA: Spike-Navigated Optimal TrAnsport Saliency Region Detection in Composite-bias Videos1 May 2025
- 2025SpikeDerain: Unveiling Clear Videos from Rainy Sequences Using Color Spike Streams26 Mar 2025
- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraft17 Mar 2025
- 2025SDTrack: A Baseline for Event-based Tracking via Spiking Neural Networks9 Mar 2025
13 more
- 2024High-speed and High-quality Vision Reconstruction of Spike Camera with Spike Stability Theorem16 Dec 2024
- 2024USP-Gaussian: Unifying Spike-based Image Reconstruction, Pose Correction and Gaussian Splatting15 Nov 2024
- 2024SpikeGS: Learning 3D Gaussian Fields from Continuous Spike Stream23 Sep 2024
- 2024Line-based 6-DoF Object Pose Estimation and Tracking With an Event Camera6 Aug 2024
- 2024SpikeGS: 3D Gaussian Splatting from Spike Streams with High-Speed Camera Motion14 Jul 2024
- 2024SpikeMM: Flexi-Magnification of High-Speed Micro-Motions1 Jun 2024
- 2024SpikeNeRF: Learning Neural Radiance Fields from Continuous Spike Stream17 Mar 2024
- 2024SpikeReveal: Unlocking Temporal Sequences from Real Blurry Inputs with Spike Streams14 Mar 2024
- 2024Fast Window-Based Event Denoising with Spatiotemporal Correlation Enhancement14 Feb 2024
- 2024Learning to Robustly Reconstruct Low-light Dynamic Scenes from Spike Streams19 Jan 2024
- 2023Event-based Continuous Color Video Decompression from Single Frames30 Nov 2023
- 2023SpikeCV: Open a Continuous Computer Vision Era21 Mar 2023
- 2023Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks17 Feb 2023
- 2023Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarkscited by 90
- 2024Line-based 6-DoF Object Pose Estimation and Tracking With an Event Cameracited by 29
- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraftcited by 18
- 2023Event-based Continuous Color Video Decompression from Single Framescited by 14
- 2025SDTrack: A Baseline for Event-based Tracking via Spiking Neural Networkscited by 11
- 2023SpikeCV: Open a Continuous Computer Vision Eracited by 7
- 2024SpikeNeRF: Learning Neural Radiance Fields from Continuous Spike Streamcited by 7
- 2024SpikeReveal: Unlocking Temporal Sequences from Real Blurry Inputs with Spike Streamscited by 6
- 2024SpikeGS: 3D Gaussian Splatting from Spike Streams with High-Speed Camera Motioncited by 6
- 2025Simultaneous Enhancement and Noise Suppression under Complex Illumination Conditionscited by 5
- 2024Fast Window-Based Event Denoising with Spatiotemporal Correlation Enhancementcited by 3
- 2024USP-Gaussian: Unifying Spike-based Image Reconstruction, Pose Correction and Gaussian Splattingcited by 3
12 most cited of 25 All 25 (JSON)
- 2026Neuromorphic Object Detection: An In-Depth Study and Future Directions26 Jul 2026
- 2026A Geometric Framework for Absolute Pose and Velocity Estimation with Event Cameras8 Jun 2026
- 2026Spatio-Temporal Difference Guided Motion Deblurring with the Complementary Vision Sensor12 Apr 2026
- 2025Optical Flow-Guided 6DoF Object Pose Tracking with an Event Camera24 Dec 2025
- 2025Simultaneous Enhancement and Noise Suppression under Complex Illumination Conditions9 Dec 2025
- 2025Seeing the Unseen in Low-light Spike Streams27 Sep 2025
- 2025SpikeStereoNet: A Brain-Inspired Framework for Stereo Depth Estimation from Spike Streams26 May 2025
- 2025SPKLIP: Aligning Spike Video Streams with Natural Language19 May 2025
- 2025SOTA: Spike-Navigated Optimal TrAnsport Saliency Region Detection in Composite-bias Videos1 May 2025
- 2025SpikeDerain: Unveiling Clear Videos from Rainy Sequences Using Color Spike Streams26 Mar 2025
- 2025Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraft17 Mar 2025
- 2025SDTrack: A Baseline for Event-based Tracking via Spiking Neural Networks9 Mar 2025
12 newest of 25 All 25 (JSON)