mlsanityData to 14 Oct 2026

Light Field Blind Motion Deblurring

arXiv 1704.05416 ↗First posted 18 Apr 2017cs.CVcited by 14

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Abstract (arXiv)

We study the problem of deblurring light fields of general 3D scenes captured under 3D camera motion and present both theoretical and practical contributions. By analyzing the motion-blurred light field in the primal and Fourier domains, we develop intuition into the effects of camera motion on the light field, show the advantages of capturing a 4D light field instead of a conventional 2D image for motion deblurring, and derive simple methods of motion deblurring in certain cases. We then present an algorithm to blindly deblur light fields of general scenes without any estimation of scene geometry, and demonstrate that we can recover both the sharp light field and the 3D camera motion path of real and synthetically-blurred light fields.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 18 Apr 2017.

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Citing papers per year: 2021: 3; 2022: 3; 2023: 3; 2024: 3; 2025: 2.

14 papers.

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  1. 2022DP-NeRF: Deblurred Neural Radiance Field with Physical Scene Priorscited by 70
  2. 2023ExBluRF: Efficient Radiance Fields for Extreme Motion Blurred Imagescited by 38
  3. 2022Real-World Light Field Image Super-Resolution via Degradation Modulationcited by 8
  4. 2025CoMoGaussian: Continuous Motion-Aware Gaussian Splatting from Motion-Blurred Imagescited by 7
  5. 2024SMURF: Continuous Dynamics for Motion-Deblurring Radiance Fieldscited by 6
  6. 2021Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Codingcited by 5
  7. 2024GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurringcited by 5
  8. 2021Light Field Reconstruction via Deep Adaptive Fusion of Hybrid Lensescited by 4
  9. 2022Deep Idempotent Network for Efficient Single Image Blind Deblurringcited by 4
  10. 2023Joint 3D Shape and Motion Estimation from Rolling Shutter Light-Field Imagescited by 3
  11. 2024CoCoGaussian: Leveraging Circle of Confusion for Gaussian Splatting from Defocused Imagescited by 2
  12. 2021Human and Scene Motion Deblurring using Pseudo-blur Synthesizercited by 1
2 more
  1. 2025Dynamic Gaussian Splatting from Defocused and Motion-blurred Monocular Videoscited by 1
  2. 2023View Adaptive Light Field Deblurring Networks with Depth Perceptioncited by 0