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Improved estimation of motion blur parameters for restoration from a single image

Author

Listed:
  • Wei Zhou
  • Xingxing Hao
  • Kaidi Wang
  • Zhenyang Zhang
  • Yongxiang Yu
  • Haonan Su
  • Kang Li
  • Xin Cao
  • Arjan Kuijper

Abstract

This paper presents an improved method to estimate the blur parameters of motion deblurring algorithm for single image restoration based on the point spread function (PSF) in frequency spectrum. We then introduce a modification to the Radon transform in the blur angle estimation scheme with our proposed difference value vs angle curve. Subsequently, the auto-correlation matrix is employed to estimate the blur angle by measuring the distance between the conjugated-correlated troughs. Finally, we evaluate the accuracy, robustness and time efficiency of our proposed method with the existing algorithms on the public benchmarks and the natural real motion blurred images. The experimental results demonstrate that the proposed PSF estimation scheme not only could obtain a higher accuracy for the blur angle and blur length, but also demonstrate stronger robustness and higher time efficiency under different circumstances.

Suggested Citation

  • Wei Zhou & Xingxing Hao & Kaidi Wang & Zhenyang Zhang & Yongxiang Yu & Haonan Su & Kang Li & Xin Cao & Arjan Kuijper, 2020. "Improved estimation of motion blur parameters for restoration from a single image," PLOS ONE, Public Library of Science, vol. 15(9), pages 1-21, September.
    • Handle: RePEc:plo:pone00:0238259
    DOI: 10.1371/journal.pone.0238259
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    References listed on IDEAS

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    2. Yiliang Zeng & Jinhui Lan & Bin Ran & Qi Wang & Jing Gao, 2015. "Restoration of Motion-Blurred Image Based on Border Deformation Detection: A Traffic Sign Restoration Model," PLOS ONE, Public Library of Science, vol. 10(4), pages 1-17, April.
    3. Gang Liu & Ting-Zhu Huang & Jun Liu & Xiao-Guang Lv, 2015. "Total Variation with Overlapping Group Sparsity for Image Deblurring under Impulse Noise," PLOS ONE, Public Library of Science, vol. 10(4), pages 1-23, April.
    4. Wei Wei & Jian Su & Houbing Song & Huihui Wang & Xiumei Fan, 2018. "CDMA-based anti-collision algorithm for EPC global C1 Gen2 systems," Telecommunication Systems: Modelling, Analysis, Design and Management, Springer, vol. 67(1), pages 63-71, January.
    5. Min Wang & Shudao Zhou & Wei Yan, 2018. "Blurred image restoration using knife-edge function and optimal window Wiener filtering," PLOS ONE, Public Library of Science, vol. 13(1), pages 1-11, January.
    6. Haoyuan Yang & Xiuqin Su & Songmao Chen & Wenhua Zhu & Chunwu Ju, 2020. "Efficient learning-based blur removal method based on sparse optimization for image restoration," PLOS ONE, Public Library of Science, vol. 15(3), pages 1-22, March.
    7. Пигнастый, Олег & Koжевников, Георгий, 2019. "Распределенная Динамическая Pde-Модель Программного Управления Загрузкой Технологического Оборудования Производственной Линии [Distributed dynamic PDE-model of a program control by utilization of t," MPRA Paper 93278, University Library of Munich, Germany, revised 02 Feb 2019.
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