mlsanityData to 7 Oct 2026

Simulating Anisoplanatic Turbulence by Sampling Inter-modal and Spatially Correlated Zernike Coefficients

arXiv 2004.11210 ↗First posted 23 Apr 2020physics.optics astro-ph.IM cs.CVcited by 27

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Abstract (arXiv)

Simulating atmospheric turbulence is an essential task for evaluating turbulence mitigation algorithms and training learning-based methods. Advanced numerical simulators for atmospheric turbulence are available, but they require evaluating wave propagation which is computationally expensive. In this paper, we present a propagation-free method for simulating imaging through turbulence. The key idea behind our work is a new method to draw inter-modal and spatially correlated Zernike coefficients. By establishing the equivalence between the angle-of-arrival correlation by Basu, McCrae and Fiorino (2015) and the multi-aperture correlation by Chanan (1992), we show that the Zernike coefficients can be drawn according to a covariance matrix defining the correlations. We propose fast and scalable sampling strategies to draw these samples. The new method allows us to compress the wave propagation problem into a sampling problem, hence making the new simulator significantly faster than existing ones. Experimental results show that the simulator has an excellent match with the theory and real turbulence data.

Key facts. Cited by 27 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Apr 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 4; 2023: 4; 2024: 10; 2025: 3; 2026: 5.

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  1. 2021Accelerating Atmospheric Turbulence Simulation via Learned Phase-to-Space Transformcited by 50
  2. 2022Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer Modelcited by 37
  3. 2024OSDFace: One-Step Diffusion Model for Face Restorationcited by 33
  4. 2023FarSight: A Physics-Driven Whole-Body Biometric System at Large Distance and Altitudecited by 27
  5. 2023Dual Associated Encoder for Face Restorationcited by 23
  6. 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspectivecited by 22
  7. 2025Person Recognition at Altitude and Range: Fusion of Face, Body Shape and Gaitcited by 13
  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
15 more
  1. 2022Augmentation of Atmospheric Turbulence Effects on Thermal Adapted Object Detection Modelscited by 5
  2. 2024Real-World Atmospheric Turbulence Correction via Domain Adaptationcited by 4
  3. 2022A comparison of different atmospheric turbulence simulation methods for image restorationcited by 3
  4. 2023NeRT: Implicit Neural Representations for General Unsupervised Turbulence Mitigationcited by 2
  5. 2024Source-free Domain Adaptation for Video Object Detection Under Adverse Image Conditionscited by 2
  6. 2022Thermal to Visible Image Synthesis under Atmospheric Turbulencecited by 1
  7. 2023Effective Adapter for Face Recognition in the Wildcited by 1
  8. 2025Unsupervised Methods for Video Quality Improvement: A Survey of Restoration and Enhancement Techniquescited by 1
  9. 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesiscited by 1
  10. 2024How to Augment for Atmospheric Turbulence Effects on Thermal Adapted Object Detection Models?cited by 0
  11. 2024Turbulence Strength Cn2 Estimation from Video using Physics-based Deep Learningcited by 0
  12. 2026Broadband Wide Field of View Imaging with Computational Mirrorscited by 0
  13. 2026Impact of Atmospheric Turbulence and Pointing Error on Earth Observationcited by 0
  14. 2026D2Turb: Depth-Aware Simulation and Decoupled Learning for Single-Frame Atmospheric Turbulence Mitigationcited by 0
  15. 2026Restore What Matters: Lessons from Joint Restoration and Recognitioncited by 0