TY - JOUR
T1 - Simultaneous image restoration and distance estimation of an object from a strongly defocused photon image
AU - Ono, Shinya
AU - Komatsu, Shinichi
PY - 2003/4
Y1 - 2003/4
N2 - We apply the filter bank method, which extracts from a strongly defocused image the information on the amount of defocus, i.e., the information on the object distance, and simultaneously restores the object, to a defocused image of extremely low intensity, which is detectable only with a photon counting camera. Experimental results show that the information of the defocus amount can be extracted from such a blurred photon image, and the original object itself is simultaneously restored. The influence of the photon noise on the distance estimation is also quantitatively investigated. Then, the maximum likelihood-expectation maximization (ML-EM) method is adopted for image restoration, and the results are compared with those obtained by applying the conventional Wiener filter, It is experimentally shown that the ML-EM produces better image restoration than the Wiener filter in the extremely low intensity region where the maximal number of photons per pixel does not exceed about 450.
AB - We apply the filter bank method, which extracts from a strongly defocused image the information on the amount of defocus, i.e., the information on the object distance, and simultaneously restores the object, to a defocused image of extremely low intensity, which is detectable only with a photon counting camera. Experimental results show that the information of the defocus amount can be extracted from such a blurred photon image, and the original object itself is simultaneously restored. The influence of the photon noise on the distance estimation is also quantitatively investigated. Then, the maximum likelihood-expectation maximization (ML-EM) method is adopted for image restoration, and the results are compared with those obtained by applying the conventional Wiener filter, It is experimentally shown that the ML-EM produces better image restoration than the Wiener filter in the extremely low intensity region where the maximal number of photons per pixel does not exceed about 450.
KW - Image restoration
KW - Photon-limited imaging
KW - Range finding
KW - Semi-blind deconvolution
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U2 - 10.1117/1.1557161
DO - 10.1117/1.1557161
M3 - Article
AN - SCOPUS:0038679505
VL - 42
SP - 1024
EP - 1028
JO - SPIE J
JF - SPIE J
SN - 0091-3286
IS - 4
ER -