AI Article Synopsis

  • Imaging through the wavy water-air interface faces challenges like geometric distortion and motion blur, making it hard to accurately identify monitored objects.
  • A new reconstruction scheme is introduced, combining lucky-patch search and image registration techniques to improve image recovery accuracy and computational efficiency.
  • The method includes creating a high-quality reference frame, using an iterative registration algorithm enhanced with optimization strategies to correct distortions, and refining the final frames to reduce remaining noise, leading to better image sharpness and contrast compared to existing methods.

Article Abstract

Imaging through the wavy water-air interface is challenging since the random fluctuations of water will cause complex geometric distortion and motion blur in the images, seriously affecting the effective identification of the monitored object. Considering the problems of image recovery accuracy and computational efficiency, an efficient reconstruction scheme that combines lucky-patch search and image registration technologies was proposed in this paper. Firstly, a high-quality reference frame is rebuilt using a lucky-patch search strategy. Then an iterative registration algorithm is employed to remove severe geometric distortions by registering warped frames to the reference frame. During the registration process, we integrate JADE and LBFGS algorithms as an optimization strategy to expedite the control parameter optimization process. Finally, the registered frames are refined using PCA and the lucky-patch search algorithm to remove residual distortions and random noise. Experimental results demonstrate that the proposed method significantly outperforms the state-of-the-art methods in terms of sharpness and contrast.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9777829PMC
http://dx.doi.org/10.3390/e24121765DOI Listing

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