Title :
Modified projected landweber super-resolution algorithms for passive millimeter wave imaging
Author :
Zheng, Xin ; Yang, Jianyu ; Li, Liangchao ; Jiang, Zhengmao
Author_Institution :
Sch. of Electron. & Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu
Abstract :
In this paper, we present a modified projected Landweber super-resolution algorithm for resolution enhancement of passive millimeter wave images. In this algorithm, we implement the Landweber iterations as the main image restoration scheme, and a projection-based adjustment for enforcing constraints after each Landweber iteration is completed to complete spectral extrapolation, lastly we implement a spatial spectrum correction method in which the calculated spectrum within the passband is replaced by the known low frequency component and the resolution is further improved. A qualitative evaluation of this algorithm is performed with simulated data as well as actual radiometer image captured by 91.5 GHz mechanically scanned radiometer. From experiments, we find that the proposed super-resolution algorithm obtains better results and enhance the resolution and has lower mean square error (MSE).
Keywords :
extrapolation; image enhancement; image resolution; image restoration; iterative methods; mean square error methods; millimetre wave imaging; Landweber iterations; frequency 91.5 GHz; image enhancement; image restoration scheme; image super-resolution algorithm; mean square error method; passive millimeter wave imaging; radiometer image; spatial spectrum correction method; spectral extrapolation; successive-approximation method; Extrapolation; Frequency; Image resolution; Image restoration; Mean square error methods; Millimeter wave technology; Passband; Performance evaluation; Radiometry; Spatial resolution;
Conference_Titel :
Communications, Circuits and Systems, 2008. ICCCAS 2008. International Conference on
Conference_Location :
Fujian
Print_ISBN :
978-1-4244-2063-6
Electronic_ISBN :
978-1-4244-2064-3
DOI :
10.1109/ICCCAS.2008.4657889