Image Reconstruction of Static and Dynamic Scenes through Anisoplanatic Turbulence
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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.
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- 2022Parallel Diffusion Models of Operator and Image for Blind Inverse Problemscited by 113
- 2021Accelerating Atmospheric Turbulence Simulation via Learned Phase-to-Space Transformcited by 50
- 2022Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer Modelcited by 37
- 2022Imaging through the Atmosphere using Turbulence Mitigation Transformercited by 31
- 2023Physics-Driven Turbulence Image Restoration with Stochastic Refinementcited by 24
- 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspectivecited by 22
- 2022TurbuGAN: An Adversarial Learning Approach to Spatially-Varying Multiframe Blind Deconvolution with Applications to Imaging Through Turbulencecited by 11
- 2024Deep Learning Techniques for Atmospheric Turbulence Removal: A Reviewcited by 10
- 2025Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigationcited by 9
- 2024Long-range Turbulence Mitigation: A Large-scale Dataset and A Coarse-to-fine Frameworkcited by 8
- 2024Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulencecited by 7
- 2024Diffeomorphic Template Registration for Atmospheric Turbulence Mitigationcited by 6
18 more
- 2022Object recognition in atmospheric turbulence scenescited by 4
- 2023Weakly Supervised Face and Whole Body Recognition in Turbulent Environmentscited by 4
- 2025EvTurb: Event Camera Guided Turbulence Removalcited by 3
- 2025EGTM: Event-guided Efficient Turbulence Mitigationcited by 3
- 2023NeRT: Implicit Neural Representations for General Unsupervised Turbulence Mitigationcited by 2
- 2024Reconstructing Satellites in 3D from Amateur Telescope Imagescited by 1
- 2025Double Blind Imaging with Generative Modelingcited by 1
- 2025Astrophotography turbulence mitigation via generative modelscited by 1
- 2022Subspace modeling for fast and high-sensitivity X-ray chemical imagingcited by 0
- 2023Unsupervised Region-Growing Network for Object Segmentation in Atmospheric Turbulencecited by 0
- 2023ConVRT: Consistent Video Restoration Through Turbulence with Test-time Optimization of Neural Video Representationscited by 0
- 2024Turbulence Strength Cn2 Estimation from Video using Physics-based Deep Learningcited by 0
- 2024Evaluation of neural network algorithms for atmospheric turbulence mitigationcited by 0
- 2024Probabilistic Prior Driven Attention Mechanism Based on Diffusion Model for Imaging Through Atmospheric Turbulencecited by 0
- 2025Circular Quasiconformal Deturbulence: Geometry-Based Restoration from Multiple Turbulent Framescited by 0
- 2026GSTurb: Gaussian Splatting for Atmospheric Turbulence Mitigationcited by 0
- 2026High-speed Imaging through Turbulence with Event-based Light Fieldscited by 0
- 2026High-Quality and Efficient Turbulence Mitigation with Eventscited by 0
- 2026High-Quality and Efficient Turbulence Mitigation with Events21 Mar 2026
- 2026High-speed Imaging through Turbulence with Event-based Light Fields14 Mar 2026
- 2026GSTurb: Gaussian Splatting for Atmospheric Turbulence Mitigation26 Feb 2026
- 2025EGTM: Event-guided Efficient Turbulence Mitigation4 Sep 2025
- 2025EvTurb: Event Camera Guided Turbulence Removal14 Aug 2025
- 2025Astrophotography turbulence mitigation via generative models3 Jun 2025
- 2025Circular Quasiconformal Deturbulence: Geometry-Based Restoration from Multiple Turbulent Frames18 Apr 2025
- 2025Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation3 Apr 2025
- 2025Double Blind Imaging with Generative Modeling27 Mar 2025
- 2024Probabilistic Prior Driven Attention Mechanism Based on Diffusion Model for Imaging Through Atmospheric Turbulence15 Nov 2024
- 2024Evaluation of neural network algorithms for atmospheric turbulence mitigation28 Oct 2024
- 2024Deep Learning Techniques for Atmospheric Turbulence Removal: A Review3 Sep 2024
18 more
- 2024Turbulence Strength Cn2 Estimation from Video using Physics-based Deep Learning29 Aug 2024
- 2024Long-range Turbulence Mitigation: A Large-scale Dataset and A Coarse-to-fine Framework11 Jul 2024
- 2024Diffeomorphic Template Registration for Atmospheric Turbulence Mitigation6 May 2024
- 2024Reconstructing Satellites in 3D from Amateur Telescope Images29 Apr 2024
- 2024Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulence21 Apr 2024
- 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspective8 Jan 2024
- 2023ConVRT: Consistent Video Restoration Through Turbulence with Test-time Optimization of Neural Video Representations7 Dec 2023
- 2023Unsupervised Region-Growing Network for Object Segmentation in Atmospheric Turbulence6 Nov 2023
- 2023Weakly Supervised Face and Whole Body Recognition in Turbulent Environments22 Aug 2023
- 2023NeRT: Implicit Neural Representations for General Unsupervised Turbulence Mitigation1 Aug 2023
- 2023Physics-Driven Turbulence Image Restoration with Stochastic Refinement20 Jul 2023
- 2022Parallel Diffusion Models of Operator and Image for Blind Inverse Problems19 Nov 2022
- 2022Object recognition in atmospheric turbulence scenes25 Oct 2022
- 2022Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer Model20 Jul 2022
- 2022Imaging through the Atmosphere using Turbulence Mitigation Transformer13 Jul 2022
- 2022TurbuGAN: An Adversarial Learning Approach to Spatially-Varying Multiframe Blind Deconvolution with Applications to Imaging Through Turbulence13 Mar 2022
- 2022Subspace modeling for fast and high-sensitivity X-ray chemical imaging1 Jan 2022
- 2021Accelerating Atmospheric Turbulence Simulation via Learned Phase-to-Space Transform24 Jul 2021
- 2021Accelerating Atmospheric Turbulence Simulation via Learned Phase-to-Space Transformcited by 50
- 2022Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer Modelcited by 37
- 2022Imaging through the Atmosphere using Turbulence Mitigation Transformercited by 31
- 2023Physics-Driven Turbulence Image Restoration with Stochastic Refinementcited by 24
- 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspectivecited by 22
- 2022TurbuGAN: An Adversarial Learning Approach to Spatially-Varying Multiframe Blind Deconvolution with Applications to Imaging Through Turbulencecited by 11
- 2024Deep Learning Techniques for Atmospheric Turbulence Removal: A Reviewcited by 10
- 2024Long-range Turbulence Mitigation: A Large-scale Dataset and A Coarse-to-fine Frameworkcited by 8
- 2024Turb-Seg-Res: A Segment-then-Restore Pipeline for Dynamic Videos with Atmospheric Turbulencecited by 7
- 2024Diffeomorphic Template Registration for Atmospheric Turbulence Mitigationcited by 6
- 2022Object recognition in atmospheric turbulence scenescited by 4
- 2023Weakly Supervised Face and Whole Body Recognition in Turbulent Environmentscited by 4
12 most cited of 27 All 27 (JSON)
- 2026High-Quality and Efficient Turbulence Mitigation with Events21 Mar 2026
- 2026High-speed Imaging through Turbulence with Event-based Light Fields14 Mar 2026
- 2026GSTurb: Gaussian Splatting for Atmospheric Turbulence Mitigation26 Feb 2026
- 2025EGTM: Event-guided Efficient Turbulence Mitigation4 Sep 2025
- 2025EvTurb: Event Camera Guided Turbulence Removal14 Aug 2025
- 2025Astrophotography turbulence mitigation via generative models3 Jun 2025
- 2025Circular Quasiconformal Deturbulence: Geometry-Based Restoration from Multiple Turbulent Frames18 Apr 2025
- 2025Double Blind Imaging with Generative Modeling27 Mar 2025
- 2024Evaluation of neural network algorithms for atmospheric turbulence mitigation28 Oct 2024
- 2024Deep Learning Techniques for Atmospheric Turbulence Removal: A Review3 Sep 2024
- 2024Turbulence Strength Cn2 Estimation from Video using Physics-based Deep Learning29 Aug 2024
- 2024Long-range Turbulence Mitigation: A Large-scale Dataset and A Coarse-to-fine Framework11 Jul 2024
12 newest of 27 All 27 (JSON)