mlsanityData to 14 Oct 2026

CED: Color Event Camera Dataset

arXiv 1904.10772 ↗First posted 24 Apr 2019cs.CVcited by 37

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Abstract (arXiv)

Event cameras are novel, bio-inspired visual sensors, whose pixels output asynchronous and independent timestamped spikes at local intensity changes, called 'events'. Event cameras offer advantages over conventional frame-based cameras in terms of latency, high dynamic range (HDR) and temporal resolution. Until recently, event cameras have been limited to outputting events in the intensity channel, however, recent advances have resulted in the development of color event cameras, such as the Color-DAVIS346. In this work, we present and release the first Color Event Camera Dataset (CED), containing 50 minutes of footage with both color frames and events. CED features a wide variety of indoor and outdoor scenes, which we hope will help drive forward event-based vision research. We also present an extension of the event camera simulator ESIM that enables simulation of color events. Finally, we present an evaluation of three state-of-the-art image reconstruction methods that can be used to convert the Color-DAVIS346 into a continuous-time, HDR, color video camera to visualise the event stream, and for use in downstream vision applications.

Key facts. Cited by 37 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Apr 2019.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 4; 2022: 3; 2023: 11; 2024: 7; 2025: 8; 2026: 4.

37 papers.

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  1. 2022Ev-NeRF: Event Based Neural Radiance Fieldcited by 59
  2. 2024Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approachcited by 48
  3. 2023HyperE2VID: Improving Event-Based Video Reconstruction via Hypernetworkscited by 37
  4. 2023Optical flow estimation from event-based cameras and spiking neural networkscited by 33
  5. 2023Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolutioncited by 33
  6. 2023Deformable Neural Radiance Fields using RGB and Event Camerascited by 31
  7. 2021Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical Flowcited by 28
  8. 2023EVREAL: Towards a Comprehensive Benchmark and Analysis Suite for Event-based Video Reconstructioncited by 24
  9. 2022Emergent Visual Sensors for Autonomous Vehiclescited by 19
  10. 2023EventAid: Benchmarking Event-aided Image/Video Enhancement Algorithms with Real-captured Hybrid Datasetcited by 19
  11. 2021Neuromorphic Camera Denoising using Graph Neural Network-driven Transformerscited by 15
  12. 2024Dataset and Benchmark: Novel Sensors for Autonomous Vehicle Perceptioncited by 15
25 more
  1. 2025Depth AnyEvent: A Cross-Modal Distillation Paradigm for Event-Based Monocular Depth Estimationcited by 15
  2. 2024EvLight++: Low-Light Video Enhancement with an Event Camera: A Large-Scale Real-World Dataset, Novel Method, and Morecited by 14
  3. 2023UniINR: Event-guided Unified Rolling Shutter Correction, Deblurring, and Interpolationcited by 9
  4. 2024EvTexture: Event-driven Texture Enhancement for Video Super-Resolutioncited by 8
  5. 2024EvRepSL: Event-Stream Representation via Self-Supervised Learning for Event-Based Visioncited by 8
  6. 2023An Asynchronous Linear Filter Architecture for Hybrid Event-Frame Camerascited by 6
  7. 2024HR-INR: Continuous Space-Time Video Super-Resolution via Event Cameracited by 6
  8. 2023Self-supervised Learning of Event-guided Video Frame Interpolation for Rolling Shutter Framescited by 5
  9. 2023Unleashing the Power of CNN and Transformer for Balanced RGB-Event Video Recognitioncited by 5
  10. 2025SEE: See Everything Every Time -- Adaptive Brightness Adjustment for Broad Light Range Images via Eventscited by 5
  11. 2024Revisit Event Generation Model: Self-Supervised Learning of Event-to-Video Reconstruction with Implicit Neural Representationscited by 4
  12. 2025Seeing like a Cephalopod: Colour Vision with a Monochrome Event Cameracited by 3
  13. 2025Event Spectroscopy: Event-based Multispectral and Depth Sensing using Structured Lightcited by 3
  14. 2025Event Camera Guided Visual Media Restoration & 3D Reconstruction: A Surveycited by 3
  15. 2025EvRWKV: A Continuous Interactive RWKV Framework for Effective Event-Guided Low-Light Image Enhancementcited by 2
  16. 2025EventTracer: Fast Path Tracing-based Event Stream Renderingcited by 2
  17. 2022Illumination-Based Color Reconstruction for the Dynamic Vision Sensorcited by 1
  18. 2025STD-GS: Exploring Frame-Event Interaction for SpatioTemporal-Disentangled Gaussian Splatting to Reconstruct High-Dynamic Scenecited by 1
  19. 2021Event-based Timestamp Image Encoding Network for Human Action Recognition and Anticipationcited by 0
  20. 2021Event Data Association via Robust Model Fitting for Event-based Object Trackingcited by 0
  21. 2023SGED: A Benchmark dataset for Performance Evaluation of Spiking Gesture Emotion Recognitioncited by 0
  22. 2026Enhancing Eye Feature Estimation from Event Data Streams through Adaptive Inference State Space Modelingcited by 0
  23. 2026Event-to-Video Reconstruction using Spatio-Temporal and Frequency-Enhanced Deep Neural Networkscited by 0
  24. 2026EvTexture++: Event-Driven Texture Enhancement for Video Super-Resolutioncited by 0
  25. 2026ENCORE: Event-Assisted Complementary Motion Refinement for Learned Video Compressioncited by 0