Title :
Application of blind deconvolution approach with image quality metric in underwater image restoration
Author :
Fan, Fan ; Yang, Kecheng ; Fu, Bo ; Xia, Min ; Zhang, Wei
Author_Institution :
Wuhan Nat. Lab. for Optoelectron., Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
The degradation of underwater image obtained by range gated pulsed laser imaging system is mainly caused by scattering and absorption of in-water particles. Although the use of blind deconvolution of image restoration is a widely known concept, little literatures have discussed in detail its application in the problem of restoration of underwater images. In order to extend the imaging distance, we use blind deconvolution approach together with Wells´ small angle approximation theory to restore the underwater image to a better level. Due to underwater no-reference imaging environment, image quality judgment based on blur metric method is incorporated in our approach to determine the appropriate deconvolution iteration time, which objectively evaluate the image restoration result.
Keywords :
absorption; deconvolution; image restoration; laser beam applications; scattering; absorption; appropriate deconvolution iteration time; blind deconvolution approach; blur metric method; image quality metric; imaging distance; in-water particles; range gated pulsed laser imaging system; scattering; small angle approximation theory; underwater image degradation; underwater image restoration; underwater no-reference imaging environment; Absorption; Convolution; Deconvolution; Degradation; Image quality; Image restoration; Laser noise; Optical imaging; Optical noise; Optical pulses; Blind deconvolution; Image quality metric; Image restoration; Modulation transfer functions; Point spread functions;
Conference_Titel :
Image Analysis and Signal Processing (IASP), 2010 International Conference on
Conference_Location :
Zhejiang
Print_ISBN :
978-1-4244-5554-6
Electronic_ISBN :
978-1-4244-5556-0
DOI :
10.1109/IASP.2010.5476122