Title :
New performance metrics for blind image restoration
Author :
Premaratne, P. ; Ko, C.C.
Author_Institution :
The Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
Abstract :
Terminating an iterative blind image restoration process pauses a formidable challenge to a human observer. Since many iterative processes may take a few hundred to thousands of iterations to converge to a final result (if it converges at all), an automated process closely mimicking the human visual system (HVS) will certainly benefit the image restoration process as well as add to the consistency of the final decision. We have modified some image fidelity metrics such as MSE, correlation value and Laplacian correlation value metrics to be used in iterative blind restoration of blurred images. A detailed discussion and some experimental results pertaining to these issues are presented in this article
Keywords :
correlation theory; image restoration; iterative methods; mean square error methods; Laplacian correlation value metrics; MSE; automated process; blind image restoration; blurred images; correlation value; image fidelity metrics; iterative restoration; performance metrics; Image restoration; Measurement;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2001. IGARSS '01. IEEE 2001 International
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7803-7031-7
DOI :
10.1109/IGARSS.2001.977989