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Reconstruction of the Instantaneous Images Distorted by Surface Waves via Helmholtz-Hodge Decomposition
被引:0
|作者:
Jian, Bijian
[1
,2
]
Ma, Chunbo
[1
]
Sun, Yixiao
[1
]
Zhu, Dejian
[1
]
Tian, Xu
[1
]
Ao, Jun
[1
]
机构:
[1] Guilin Univ Elect Technol, Sch Informat & Commun, Guilin 541000, Peoples R China
[2] Hezhou Univ, Sch Artificial Intelligence, Hezhou 542800, Peoples R China
基金:
美国国家科学基金会;
关键词:
water-air imaging;
image restoration;
structured light;
Helmholtz-Hodge Decomposition;
WATER-SURFACE;
UNDERWATER;
D O I:
10.3390/jmse11010164
中图分类号:
U6 [水路运输];
P75 [海洋工程];
学科分类号:
0814 ;
081505 ;
0824 ;
082401 ;
摘要:
Imaging through water waves will cause complex geometric distortions and motion blur, which seriously affect the correct identification of an airborne scene. The current methods main rely on high-resolution video streams or a template image, which limits their applicability in real-time observation scenarios. In this paper, a novel recovery method for the instantaneous images distorted by surface waves is proposed. The method first actively projects an adaptive and adjustable structured light pattern onto the water surface for which random fluctuation will cause the image to degrade. Then, the displacement field of the feature points in the structured light image is used to estimate the motion vector field of the corresponding sampling points in the scene image. Finally, from the perspective of fluid mechanics, the distortion-free scene image is reconstructed based on the Helmholtz-Hodge Decomposition (HHD) theory. Experimental results show that our method not only effectively reduces the distortion to the image, but also significantly outperforms state-of-the-art methods in terms of computational efficiency. Moreover, we tested the real-scene sequences of a certain length to verify the stability of the algorithm.
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页数:24
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