EaDeblur-GS: Event assisted 3D Deblur Reconstruction with Gaussian Splatting
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Abstract (arXiv)
3D deblurring reconstruction techniques have recently seen significant advancements with the development of Neural Radiance Fields (NeRF) and 3D Gaussian Splatting (3DGS). Although these techniques can recover relatively clear 3D reconstructions from blurry image inputs, they still face limitations in handling severe blurring and complex camera motion. To address these issues, we propose Event-assisted 3D Deblur Reconstruction with Gaussian Splatting (EaDeblur-GS), which integrates event camera data to enhance the robustness of 3DGS against motion blur. By employing an Adaptive Deviation Estimator (ADE) network to estimate Gaussian center deviations and using novel loss functions, EaDeblur-GS achieves sharp 3D reconstructions in real-time, demonstrating performance comparable to state-of-the-art methods.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). Builds on 6 of its 9 references that are in the map. First posted on arXiv 18 Jul 2024.
Builds on
6 of 9 references.
References · 6
- 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
- 2021Deblur-NeRF: Neural Radiance Fields from Blurry Imagescited by 179
- 2018Bringing a Blurry Frame Alive at High Frame-Rate with an Event Cameracited by 141
- 2022EventNeRF: Neural Radiance Fields from a Single Colour Event Cameracited by 92
- 2024Deblurring 3D Gaussian Splattingcited by 66
- 2024EvaGaussians: Event Stream Assisted Gaussian Splatting from Blurry Imagescited by 56
Built on by
Citing papers per year: 2024: 5; 2025: 4; 2026: 3.
12 papers.
- 2025EventVL: Understand Event Streams via Multimodal Large Language Modelcited by 13
- 2024EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Renderingcited by 12
- 2024E3NeRF: Efficient Event-Enhanced Neural Radiance Fields from Blurry Imagescited by 8
- 2024LSE-NeRF: Learning Sensor Modeling Errors for Deblured Neural Radiance Fields with RGB-Event Stereocited by 4
- 2025A Survey of 3D Reconstruction with Event Camerascited by 4
- 2024E-3DGS: Gaussian Splatting with Exposure and Motion Eventscited by 3
- 2024Event-boosted Deformable 3D Gaussians for Dynamic Scene Reconstructioncited by 3
- 2025Event Camera Guided Visual Media Restoration & 3D Reconstruction: A Surveycited by 3
- 2025A Survey on Event-driven 3D Reconstruction: Development under Different Categoriescited by 2
- 2026Event-Aided Sharp Radiance Field Reconstruction for Fast-Flying Dronescited by 1
- 2026AsyncEvGS: Asynchronous Event-Assisted Gaussian Splatting for Handheld Motion-Blurred Scenescited by 1
- 2026JADE-GS: Joint Allocation of Deblurring Evidence for Event-Assisted 3D Gaussian Splattingcited by 0
- 2026JADE-GS: Joint Allocation of Deblurring Evidence for Event-Assisted 3D Gaussian Splatting16 Jul 2026
- 2026AsyncEvGS: Asynchronous Event-Assisted Gaussian Splatting for Handheld Motion-Blurred Scenes8 May 2026
- 2026Event-Aided Sharp Radiance Field Reconstruction for Fast-Flying Drones24 Feb 2026
- 2025Event Camera Guided Visual Media Restoration & 3D Reconstruction: A Survey12 Sep 2025
- 2025A Survey of 3D Reconstruction with Event Cameras13 May 2025
- 2025A Survey on Event-driven 3D Reconstruction: Development under Different Categories25 Mar 2025
- 2025EventVL: Understand Event Streams via Multimodal Large Language Model23 Jan 2025
- 2024EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Rendering10 Dec 2024
- 2024Event-boosted Deformable 3D Gaussians for Dynamic Scene Reconstruction25 Nov 2024
- 2024E-3DGS: Gaussian Splatting with Exposure and Motion Events22 Oct 2024
- 2024LSE-NeRF: Learning Sensor Modeling Errors for Deblured Neural Radiance Fields with RGB-Event Stereo9 Sep 2024
- 2024E3NeRF: Efficient Event-Enhanced Neural Radiance Fields from Blurry Images3 Aug 2024