mlsanityData to 14 Oct 2026

From Events to Enhancement: A Survey on Event-Based Imaging Technologies

arXiv 2505.05488 ↗First posted 30 Apr 2025cs.CVcited by 0

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Abstract (arXiv)

Event cameras offering high dynamic range and low latency have emerged as disruptive technologies in imaging. Despite growing research on leveraging these benefits for different imaging tasks, a comprehensive study of recently advances and challenges are still lacking. This limits the broader understanding of how to utilize events in universal imaging applications. In this survey, we first introduce a physical model and the characteristics of different event sensors as the foundation. Following this, we highlight the advancement and interaction of image/video enhancement tasks with events. Additionally, we explore advanced tasks, which capture richer light information with events, eg~light field estimation, multi-view generation, and photometric. Finally, we discuss new challenges and open questions offering a perspective for this rapidly evolving field. More continuously updated resources are at this link: https://github.com/yunfanLu/Awesome-Event-Imaging

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 49 of its 87 references that are in the map. First posted on arXiv 30 Apr 2025.

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49 of 87 references.

References · 49

  1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
  2. 2019Event-based Vision: A Surveycited by 1,016
  3. 2019High Speed and High Dynamic Range Video with an Event Cameracited by 345
  4. 2021TimeLens: Event-based Video Frame Interpolationcited by 151
  5. 2018Bringing a Blurry Frame Alive at High Frame-Rate with an Event Cameracited by 141
  6. 2020Back to Event Basics: Self-Supervised Learning of Image Reconstruction for Event Cameras via Photometric Constancycited by 125
  7. 2021Event-Based Fusion for Motion Deblurring with Cross-modal Attentioncited by 113
  8. 2022Time Lens++: Event-based Frame Interpolation with Parametric Non-linear Flow and Multi-scale Fusioncited by 111
  9. 2022EventNeRF: Neural Radiance Fields from a Single Colour Event Cameracited by 92
  10. 2023Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarkscited by 90
  11. 2022E-NeRF: Neural Radiance Fields from a Moving Event Cameracited by 70
  12. 2024Recent Event Camera Innovations: A Surveycited by 68
37 more
  1. 2022Unifying Motion Deblurring and Frame Interpolation with Eventscited by 58
  2. 2021Motion Deblurring with Real Eventscited by 52
  3. 2024Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approachcited by 48
  4. 2023Robust e-NeRF: NeRF from Sparse & Noisy Events under Non-Uniform Motioncited by 44
  5. 2022Multi-Bracket High Dynamic Range Imaging with Event Camerascited by 37
  6. 2022TimeReplayer: Unlocking the Potential of Event Cameras for Video Interpolationcited by 37
  7. 2023HyperE2VID: Improving Event-Based Video Reconstruction via Hypernetworkscited by 37
  8. 2023Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolutioncited by 33
  9. 2021Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical Flowcited by 28
  10. 2021Event-guided Deblurring of Unknown Exposure Time Videoscited by 26
  11. 2022E-CIR: Event-Enhanced Continuous Intensity Recoverycited by 25
  12. 2025Event-Based Video Frame Interpolation With Cross-Modal Asymmetric Bidirectional Motion Fieldscited by 25
  13. 2024Event3DGS: Event-Based 3D Gaussian Splatting for High-Speed Robot Egomotioncited by 22
  14. 2024Towards Real-world Event-guided Low-light Video Enhancement and Deblurringcited by 22
  15. 2023Generalizing Event-Based Motion Deblurring in Real-World Scenarioscited by 20
  16. 2024EvGGS: A Collaborative Learning Framework for Event-based Generalizable Gaussian Splattingcited by 20
  17. 2024Event-based Stereo Depth Estimation: A Surveycited by 19
  18. 2024Ev-GS: Event-based Gaussian splatting for Efficient and Accurate Radiance Field Renderingcited by 18
  19. 2023Event-based Continuous Color Video Decompression from Single Framescited by 15
  20. 2024EF-3DGS: Event-Aided Free-Trajectory 3D Gaussian Splattingcited by 15
  21. 2023EventLFM: Event Camera integrated Fourier Light Field Microscopy for Ultrafast 3D imagingcited by 12
  22. 2024EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Renderingcited by 12
  23. 2024Deblur e-NeRF: NeRF from Motion-Blurred Events under High-speed or Low-light Conditionscited by 10
  24. 2024SweepEvGS: Event-Based 3D Gaussian Splatting for Macro and Micro Radiance Field Rendering from a Single Sweepcited by 10
  25. 2023UniINR: Event-guided Unified Rolling Shutter Correction, Deblurring, and Interpolationcited by 9
  26. 2024Time-Efficient Light-Field Acquisition Using Coded Aperture and Eventscited by 9
  27. 2024From Sim-to-Real: Toward General Event-based Low-light Frame Interpolation with Per-scene Optimizationcited by 8
  28. 2024EvTexture: Event-driven Texture Enhancement for Video Super-Resolutioncited by 8
  29. 2024E3NeRF: Efficient Event-Enhanced Neural Radiance Fields from Blurry Imagescited by 8
  30. 2024MIPI 2024 Challenge on Demosaic for HybridEVS Camera: Methods and Resultscited by 6
  31. 2024HR-INR: Continuous Space-Time Video Super-Resolution via Event Cameracited by 6
  32. 2023Self-supervised Learning of Event-guided Video Frame Interpolation for Rolling Shutter Framescited by 5
  33. 2024LaSe-E2V: Towards Language-guided Semantic-Aware Event-to-Video Reconstructioncited by 5
  34. 2023Neural Image Re-Exposurecited by 4
  35. 2024Revisit Event Generation Model: Self-Supervised Learning of Event-to-Video Reconstruction with Implicit Neural Representationscited by 4
  36. 2024Event fields: Capturing light fields at high speed, resolution, and dynamic rangecited by 4
  37. 2023Self-Supervised Scene Dynamic Recovery from Rolling Shutter Images and Eventscited by 2

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