Blur Level Analysis of Remote Sensing Image Based on Gray Gradient Cooccurrence Matrix in Wavelet Domain

JU Xi-nuo; SUN Ji-yin; WANG Peng

Journal of Beijing University of Technology > 2013 > 39(9): 1349-1354.

JU Xi-nuo, SUN Ji-yin, WANG Peng. Blur Level Analysis of Remote Sensing Image Based on Gray Gradient Cooccurrence Matrix in Wavelet Domain[J]. Journal of Beijing University of Technology, 2013, 39(9): 1349-1354.

Citation:

PDF (458 KB)

Blur Level Analysis of Remote Sensing Image Based on Gray Gradient Cooccurrence Matrix in Wavelet Domain

Information Engineering Department, The Second Artillery College, Xi’an 710025, China

More Information

Received Date: June 03, 2012
Available Online: November 02, 2022

Graphical Abstract

Abstract

Abstract

An index for blur assessment was proposed based on gradient analysis of gray gradient cooccurrence matrix in wavelet domain.Based on the natural scene statistical feature of remote sensing image, the means of different sensitivity for noise and blur in different wavelet subbands, an antinoise blur assessment index was designed for remote sensing images.The experiment shows that the proposed index has high coherence with real blur intensity and can make an effective and correct evaluation of blur level for remote sensing images.

FullText(HTML)

References (25)

References

[1]	ERASMUS S, SMITH K.An automatic focusing and astigmatism correction system for the SEM and CTEM[J].Journal of Microscopy, 1982, 127 (2) :185-199.
[2]	BATTEN C F.Autofocusing and astigmatism correction in the scanning electron microscope[D].Cambridge:University of Cambridge, 2000.
[3]	CIANCIO A, ALN Da-costa, EAB Da-silva, et al.Objective no-reference image blur metric based on local phase coherence[J].Electronics Letters, 2009, 45 (23) :1162-1163.
[4]	HASSEN R, WANG Zhou, SALAMA M.No-reference image sharpness assessment based on local phase coherence measurement[C]∥Proceedings of International Conference on Acoustics Speech and Signal Processing.Dallas:[s.n.], 2010:2434-2437.
[5]	MARICHAL X, MA Wei-ying, ZHANG Hong-jiang.Blur determination in the compressed domain using DCT information[C]∥Proceedings of International Conference on Image Processing.Kobe:[s.n.], 1999:386-390.
[6]	TONG Hang-hang, LI Ming-jing, ZHANG Hong-jiang, et al.Blur detection for digital images using wavelet transform[C]∥IEEE International Conference on Multimedia and EXPO.Barcelona:[s.n.], 2004:17-20.
[7]	张飞艳, 谢伟, 林立宇, 等.基于小波域自然影像统计特性的无参考遥感影像质量评价[J].电子与信息学报, 2009, 33 (11) :2742-2747.ZHANG Fei-yan, XIE Wei, LIN Li-yu, et al.Noreference remote sensing image quality assessment based on natural scene statistical in wavelet domain[J].Journal of Electronics&Information Technology, 2009, 33 (11) :2742-2747. (in Chinese)
[8]	范媛媛, 沈湘衡, 桑英军.基于对比度敏感度的无参考图像清晰度评价[J].光学精密工程, 2011, 19 (10) :2485-2493.FAN Yuan-yuan, SHEN Xiang-heng, SANG Ying-jun.No reference image sharpness assessment base on contrast sensitivity[J].Optical and Precision Engineering, 2011, 19 (10) :2485-2493. (in Chinese)
[9]	楼斌, 沈海斌, 赵武锋, 等.基于自然图像统计的无参考图像质量评价[J].浙江大学学报:工学版, 2010, 44 (2) :248-252.LOU Bin, SHEN Hai-bin, ZHAO Wu-feng, et al.Noreference image quality assessment based on statistical model of natural image[J].Journal of Zhejiang University:Engineering Science, 2010, 44 (2) :248-252. (in Chinese)
[10]	张涛, 梁德群, 王新年, 等.基于纹理特征的无参考图像模糊度评价方法[J].计算机工程与应用, 2012, 48 (26) :185-191.ZHANG Tao, LIANG De-qun, WANG Xin-nian, et al.Novel texture features based on-reference image blur metric[J].Computer Engineering and Applications, 2012, 48 (26) :185-191. (in Chinese)
[11]	MARZILIANO P, DUFAUX F, WINKLER S, et al.A no-reference perceptual blur metric[C]∥Proceedings of International Conference on Image Processing.New York:[s.n.], 2002:57-60.
[12]	赵巨峰, 冯华君, 徐之海, 等.基于模糊度和噪声水平的图像质量评价方法[J].光电子·激光, 2010, 21 (7) :1062-1066.ZHAO Ju-feng, FENG Hua-jun, XU Zhi-hai, et al.Image quality assessment based on blurring and noise level[J].Journal of Optoelectronics·Laser, 2010, 21 (7) :1062-1066. (in Chinese)
[13]	王正友, 叶金财, 伍双, 等.一种结合边缘检测的模糊估计新方法[J].中国图象图形学报, 2009, 14 (11) :2406-2409.WANG Zheng-you, YE Jin-cai, WU Shuang, et al.A new approach of blur estimation using the edge detection[J].Journal of Image and Graphics, 2009, 14 (11) :2406-2409. (in Chinese)
[14]	左博新, 明德烈, 敖争光, 等.基于图像结构的无参考模糊图像及其复原图像质量评价方法[J].地理信息世界, 2008 (1) :13-20.ZUO Bo-xin, MING De-lie, AO Zheng-guang, et al.Noreference blurred image based on image structure and the quality assessment method of its restoration image[J].Geomatics World, 2008 (1) :13-20. (in Chinese)
[15]	邵宇, 孙富春, 刘莹.基于局部结构张量的无参考型图像质量评价[J].电子与信息学报, 2012, 34 (8) :1779-1785.SHAO Yu, SUN Fu-chun, LIU Ying.A no-reference image quality assessment menthod using local structure tensor[J].Journal of Electronics&Information Technology, 2012, 34 (8) :1779-1785. (in Chinese)
[16]	桑庆兵, 苏媛媛, 李朝锋, 等.基于梯度结构相似度的无参考模糊图像质量评价[J].光电子·激光, 2013, 24 (3) :573-577.SANG Qing-bing, SU Yuan-yuan, LI Zhao-feng, et al.No-reference blur image quality assessment based on gradient similarity[J].Journal of Optoelectronics·Laser, 2013, 24 (3) :573-577. (in Chinese)
[17]	LIANG Lu-hong, CHEN Jian-hua, MA Si-wei, et al.A no reference perceptual blur metric using histogram of gradient profile sharpness[C]∥Proceedings of International Conference on Image Processing.Cairo:[s.n.], 2009:4369-4372.
[18]	FERZLI R, KARAM L J.A no-reference objective image sharpness metric based on the notion of just noticeable blur (JNB) [J].IEEE Trans on Image Processing, 2009, 18 (4) :717-728.
[19]	SERIR Amina.No-reference blurred image quality assessment[C]∥Proceedings of International Conference on Visual Information Processing.Paris:[s.n.], 2011:168-173.
[20]	CHEN Ming-jun, BOVIK A C.No-reference image blur assessment using multiscale gradient[C]∥Proceedings of International Conference on Quality of Multimedia Experience.San Diego:[s.n.], 2009:70-74.
[21]	洪继光.灰度梯度共生矩阵纹理分析方法[J].自动化学报, 1984, 10 (1) :22-25.HONG Ji-guang.Gradient cooccurrence matrix texture analysis method based on gray gradient cooccurrence matrix[J].Acta Automatica Sinica, 1984, 10 (1) :22-25. (in Chinese)
[22]	FIELD D J.Relations between the statistics of natural images and the response properties of cortical cells[J].Journal of Optical Society of American, 1987, 4 (12) :2379-2394.
[23]	RUDERMAN D L.The origins of scaling in natural images[J].Vision Research, 1997, 37 (23) :3385-3398.
[24]	SHEIKH H R, WANG Zhou, CORMACK L, et al.Live image quality assessment database release 2[EB/OL].http:∥live.ece.utexas.edu/research/quality 2006.
[25]	LIU Han-tao, WANG Jun-le, REDI J, et al.An efficient no-reference metric for perceived blur[C]∥Proceedings of International Conference on Visual Information Processing (EUVIP) .Paris:[s.n.], 2011:174-179.

Cited By

Get Citation

PDF

XML

Article views (14) PDF downloads (7)

Turn off MathJax

Article Contents

Abstract

References

Blur Level Analysis of Remote Sensing Image Based on Gray Gradient Cooccurrence Matrix in Wavelet Domain

Abstract

References

Catalog

Export File

Citation

Format

Content