mlsanityData to 7 Oct 2026

E2GS: Event Enhanced Gaussian Splatting

arXiv 2406.14978 ↗First posted 21 Jun 2024cs.CVcited by 26

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Abstract (arXiv)

Event cameras, known for their high dynamic range, absence of motion blur, and low energy usage, have recently found a wide range of applications thanks to these attributes. In the past few years, the field of event-based 3D reconstruction saw remarkable progress, with the Neural Radiance Field (NeRF) based approach demonstrating photorealistic view synthesis results. However, the volume rendering paradigm of NeRF necessitates extensive training and rendering times. In this paper, we introduce Event Enhanced Gaussian Splatting (E2GS), a novel method that incorporates event data into Gaussian Splatting, which has recently made significant advances in the field of novel view synthesis. Our E2GS effectively utilizes both blurry images and event data, significantly improving image deblurring and producing high-quality novel view synthesis. Our comprehensive experiments on both synthetic and real-world datasets demonstrate our E2GS can generate visually appealing renderings while offering faster training and rendering speed (140 FPS). Our code is available at https://github.com/deguchihiroyuki/E2GS.

Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). Builds on 13 of its 23 references that are in the map. First posted on arXiv 21 Jun 2024.

Builds on

13 of 23 references.

References · 13

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
  3. 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,698
  4. 2021Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fieldscited by 1,957
  5. 2020D-NeRF: Neural Radiance Fields for Dynamic Scenescited by 1,459
  6. 2021Deblur-NeRF: Neural Radiance Fields from Blurry Imagescited by 179
  7. 2021E-RAFT: Dense Optical Flow from Event Camerascited by 149
  8. 2018Bringing a Blurry Frame Alive at High Frame-Rate with an Event Cameracited by 141
  9. 2022EventNeRF: Neural Radiance Fields from a Single Colour Event Cameracited by 92
  10. 2022E-NeRF: Neural Radiance Fields from a Moving Event Cameracited by 70
  11. 2024Deblurring 3D Gaussian Splattingcited by 66
  12. 2022Ev-NeRF: Event Based Neural Radiance Fieldcited by 59
1 more
  1. 2018Real-time high speed motion prediction using fast aperture-robust event-driven visual flowcited by 24

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 7; 2025: 10; 2026: 9.

26 papers.

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  1. 2024IncEventGS: Pose-Free Gaussian Splatting from a Single Event Cameracited by 20
  2. 2024ESVO2: Direct Visual-Inertial Odometry with Stereo Event Camerascited by 17
  3. 2025EventVL: Understand Event Streams via Multimodal Large Language Modelcited by 13
  4. 2024EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Renderingcited by 12
  5. 2024Elite-EvGS: Learning Event-based 3D Gaussian Splatting by Distilling Event-to-Video Priorscited by 10
  6. 2024E3NeRF: Efficient Event-Enhanced Neural Radiance Fields from Blurry Imagescited by 8
  7. 2025Dark-EvGS: Event Camera as an Eye for Radiance Field in the Darkcited by 5
  8. 2025A Survey of 3D Reconstruction with Event Camerascited by 4
  9. 2024E-3DGS: Gaussian Splatting with Exposure and Motion Eventscited by 3
  10. 2024Event-boosted Deformable 3D Gaussians for Dynamic Scene Reconstructioncited by 3
  11. 2025Ev4DGS: Novel-view Rendering of Non-Rigid Objects from Monocular Event Streamscited by 3
  12. 2025A Survey on Event-driven 3D Reconstruction: Development under Different Categoriescited by 2
14 more
  1. 2026Towards Next-Generation SLAM: A Survey on 3DGS-SLAM Focusing on Performance, Robustness, and Future Directionscited by 2
  2. 2026E2EGS: Event-to-Edge Gaussian Splatting for Pose-Free 3D Reconstructioncited by 2
  3. 2025STD-GS: Exploring Frame-Event Interaction for SpatioTemporal-Disentangled Gaussian Splatting to Reconstruct High-Dynamic Scenecited by 1
  4. 2025DeblurSplat: SfM-free 3D Gaussian Splatting with Event Camera for Robust Deblurringcited by 1
  5. 2026Event-Aided Sharp Radiance Field Reconstruction for Fast-Flying Dronescited by 1
  6. 2025PhotonSplat: 3D Scene Reconstruction and Colorization from SPAD Sensorscited by 0
  7. 2025GeMS: Efficient Gaussian Splatting for Extreme Motion Blurcited by 0
  8. 2025Geometric-Photometric Event-based 3D Gaussian Ray Tracingcited by 0
  9. 2026Seeing through Light and Darkness: Sensor-Physics Grounded Deblurring HDR NeRF from Single-Exposure Images and Eventscited by 0
  10. 2026PRISM3D: Probabilistic Refinement and Robust Initialization for Physically Consistent Scene Modeling under Extreme Motion Blurcited by 0
  11. 2026JADE-GS: Joint Allocation of Deblurring Evidence for Event-Assisted 3D Gaussian Splattingcited by 0
  12. 2026ERF-GS: Reconstructing Fast Motion from Disjoint Event-RGB Viewpointscited by 0
  13. 2026EvTrajGS: Accurate and Efficient 3D Gaussian Splatting from Unposed Event Streamscited by 0
  14. 2026EventEgoHands++: Event-based Egocentric 3D Hand Mesh Reconstruction with Real Datasetcited by 0