mlsanityData to 7 Oct 2026

Image Reconstruction of Static and Dynamic Scenes through Anisoplanatic Turbulence

arXiv 2009.00071 ↗First posted 31 Aug 2020eess.IV cs.CVcited by 30

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Abstract (arXiv)

Ground based long-range passive imaging systems often suffer from degraded image quality due to a turbulent atmosphere. While methods exist for removing such turbulent distortions, many are limited to static sequences which cannot be extended to dynamic scenes. In addition, the physics of the turbulence is often not integrated into the image reconstruction algorithms, making the physics foundations of the methods weak. In this paper, we present a unified method for atmospheric turbulence mitigation in both static and dynamic sequences. We are able to achieve better results compared to existing methods by utilizing (i) a novel space-time non-local averaging method to construct a reliable reference frame, (ii) a geometric consistency and a sharpness metric to generate the lucky frame, (iii) a physics-constrained prior model of the point spread function for blind deconvolution. Experimental results based on synthetic and real long-range turbulence sequences validate the performance of the proposed method.

Key facts. Cited by 30 papers in the map (data through 7 Oct 2026). First posted on arXiv 31 Aug 2020.

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Citing papers per year: 2021: 1; 2022: 6; 2023: 5; 2024: 9; 2025: 6; 2026: 3.

30 papers.

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  1. 2022Parallel Diffusion Models of Operator and Image for Blind Inverse Problemscited by 113
  2. 2021Accelerating Atmospheric Turbulence Simulation via Learned Phase-to-Space Transformcited by 50
  3. 2022Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer Modelcited by 37
  4. 2022Imaging through the Atmosphere using Turbulence Mitigation Transformercited by 31
  5. 2023Physics-Driven Turbulence Image Restoration with Stochastic Refinementcited by 24
  6. 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspectivecited by 22
  7. 2022TurbuGAN: An Adversarial Learning Approach to Spatially-Varying Multiframe Blind Deconvolution with Applications to Imaging Through Turbulencecited by 11
  8. 2024Deep Learning Techniques for Atmospheric Turbulence Removal: A Reviewcited by 10
  9. 2025Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigationcited by 9
  10. 2024Long-range Turbulence Mitigation: A Large-scale Dataset and A Coarse-to-fine Frameworkcited by 8
  11. 2024Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulencecited by 7
  12. 2024Diffeomorphic Template Registration for Atmospheric Turbulence Mitigationcited by 6
18 more
  1. 2022Object recognition in atmospheric turbulence scenescited by 4
  2. 2023Weakly Supervised Face and Whole Body Recognition in Turbulent Environmentscited by 4
  3. 2025EvTurb: Event Camera Guided Turbulence Removalcited by 3
  4. 2025EGTM: Event-guided Efficient Turbulence Mitigationcited by 3
  5. 2023NeRT: Implicit Neural Representations for General Unsupervised Turbulence Mitigationcited by 2
  6. 2024Reconstructing Satellites in 3D from Amateur Telescope Imagescited by 1
  7. 2025Double Blind Imaging with Generative Modelingcited by 1
  8. 2025Astrophotography turbulence mitigation via generative modelscited by 1
  9. 2022Subspace modeling for fast and high-sensitivity X-ray chemical imagingcited by 0
  10. 2023Unsupervised Region-Growing Network for Object Segmentation in Atmospheric Turbulencecited by 0
  11. 2023ConVRT: Consistent Video Restoration Through Turbulence with Test-time Optimization of Neural Video Representationscited by 0
  12. 2024Turbulence Strength Cn2 Estimation from Video using Physics-based Deep Learningcited by 0
  13. 2024Evaluation of neural network algorithms for atmospheric turbulence mitigationcited by 0
  14. 2024Probabilistic Prior Driven Attention Mechanism Based on Diffusion Model for Imaging Through Atmospheric Turbulencecited by 0
  15. 2025Circular Quasiconformal Deturbulence: Geometry-Based Restoration from Multiple Turbulent Framescited by 0
  16. 2026GSTurb: Gaussian Splatting for Atmospheric Turbulence Mitigationcited by 0
  17. 2026High-speed Imaging through Turbulence with Event-based Light Fieldscited by 0
  18. 2026High-Quality and Efficient Turbulence Mitigation with Eventscited by 0