Spatial Quality Assessment of Pan-Sharpened High Resolution Satellite Imagery Based on an Automatically Estimated Edge Based Metric

被引:37
作者
Javan, Farzaneh Dadras [1 ]
Samadzadegan, Farhad [1 ]
Reinartz, Peter [2 ]
机构
[1] Univ Tehran, Fac Engn, Dept Geomat, Tehran 14395515, Iran
[2] Aerosp Ctr DLR, Remote Sensing Technol Inst, Dept Photogrammetry & Image Anal, D-82234 Wessling, Germany
关键词
fusion; pan-sharpening; high resolution satellite imagery; quality as assessment; edge-based; PANSHARPENING ALGORITHMS; FUSION;
D O I
10.3390/rs5126539
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Most of the existing pan-sharpening quality assessment methods consider only the spectral quality and there are just few investigations, which concentrate on spatial characteristics. Spatial quality of pan-sharpened images is vital in elaborating the capability of object extraction, identification, or reconstruction, especially regarding man-made objects and their application for large scale mapping in urban areas. This paper presents an Edge based image Fusion Metric (EFM) for spatial quality evaluation of pan-sharpening in high resolution satellite imagery. Considering Modulation Transfer Function (MTF) as a precise measurement of edge response, MTFs of pan-sharpened images are assessed and compared to those obtained from the original multispectral or panchromatic images. Spatial quality assessment of pan-sharpening is done by comparison of MTF curves of the pan-sharpened and reference images. The capability of the proposed method is evaluated by quality assessment of two different residential and industrial urban areas of WorldView-2 pan-sharpened images. Obtained results clearly show the wide spatial discrepancy in quality of Pan-sharpened images, resulting from different fusion methods, and confirm the need for spatial quality assessment of fused products. The results also prove the capability of the proposed EFM as a powerful tool for evaluation and comparison of different image fusion techniques and products.
引用
收藏
页码:6539 / 6559
页数:21
相关论文
共 28 条
[1]  
Al-Wassai F.A., 2012, INT CONICAE 2012 IND, VI, P124
[2]  
Al-Wassai F.A., 2012, P INT C ADV COMP SCI
[3]   Comparison of pansharpening algorithms: Outcome of the 2006 GRS-S data-fusion contest [J].
Alparone, Luciano ;
Wald, Lucien ;
Chanussot, Jocelyn ;
Thomas, Claire ;
Gamba, Paolo ;
Bruce, Lori Mann .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (10) :3012-3021
[4]   Wavelet based image fusion techniques - An introduction, review and comparison [J].
Amolins, Krista ;
Zhang, Yun ;
Dare, Peter .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2007, 62 (04) :249-263
[5]  
[Anonymous], 2000, QUALITY HIGH RESOLUT
[6]  
Asha G., 2012, INT J COMPUT APPL, P15
[7]  
Barrett H.H., 1981, RADIOLOGICAL IMAGING
[8]  
Blanc P., 2009, REV EARTH VIEWING ME
[9]  
Choi T., 2005, PECORA
[10]  
Choi T., 2002, ENG S DAK STAT U BRO