宇航学报
宇航學報
우항학보
JOURNAL OF ASTRONAUTICS
2007年
2期
364-369
,共6页
图像融合%Contourlet变换%小波变换%Contourlet对比度
圖像融閤%Contourlet變換%小波變換%Contourlet對比度
도상융합%Contourlet변환%소파변환%Contourlet대비도
Image fusion%Contourlet transform%Wavelet transform%Contourlet contrast
为综合利用多传感器遥感图像之间的信息,提出了一种基于contourlet变换的遥感图像融合算法.Contourlet是近年发展起来的一种多尺度几何分析工具,比小波变换更适合对图像等二维信号进行处理.算法的思想是将源图像分别进行contourlet变换,在contourlet域完成图像信息的融合,最后通过逆变换得到融合结果.根据分解系数特性,首次提出了contourlet域的区域对比度作为高频子带的融合规则,系数选择更符合人类视觉系统的要求,使得融合图像更有意义.低频子带采用基于区域能量的加权平均作为系数融合规则,在充分保留图像主要信息的前提下进一步增强了算法的稳定性.实验结果表明该算法在性能上明显优于PCA及小波图像融合等传统算法,且能够有效增强源图像的对比度和细节信息.
為綜閤利用多傳感器遙感圖像之間的信息,提齣瞭一種基于contourlet變換的遙感圖像融閤算法.Contourlet是近年髮展起來的一種多呎度幾何分析工具,比小波變換更適閤對圖像等二維信號進行處理.算法的思想是將源圖像分彆進行contourlet變換,在contourlet域完成圖像信息的融閤,最後通過逆變換得到融閤結果.根據分解繫數特性,首次提齣瞭contourlet域的區域對比度作為高頻子帶的融閤規則,繫數選擇更符閤人類視覺繫統的要求,使得融閤圖像更有意義.低頻子帶採用基于區域能量的加權平均作為繫數融閤規則,在充分保留圖像主要信息的前提下進一步增彊瞭算法的穩定性.實驗結果錶明該算法在性能上明顯優于PCA及小波圖像融閤等傳統算法,且能夠有效增彊源圖像的對比度和細節信息.
위종합이용다전감기요감도상지간적신식,제출료일충기우contourlet변환적요감도상융합산법.Contourlet시근년발전기래적일충다척도궤하분석공구,비소파변환경괄합대도상등이유신호진행처리.산법적사상시장원도상분별진행contourlet변환,재contourlet역완성도상신식적융합,최후통과역변환득도융합결과.근거분해계수특성,수차제출료contourlet역적구역대비도작위고빈자대적융합규칙,계수선택경부합인류시각계통적요구,사득융합도상경유의의.저빈자대채용기우구역능량적가권평균작위계수융합규칙,재충분보류도상주요신식적전제하진일보증강료산법적은정성.실험결과표명해산법재성능상명현우우PCA급소파도상융합등전통산법,차능구유효증강원도상적대비도화세절신식.
Remote sensing image fusion aims at processing and synthesizing information provided by various sensors.In this paper,the application of the contourlet transform in image fusion was discussed.Contourlet is a novel multiscale geometric analysis tool;it provides many advantages in comparison with conventional multiresolution analysis.The contourlet contrast measurement was first developed.which is proved to be more suitable for image processing tasks.Then a novel image fusion algorithm using region based contoudet contrast was proposed.The fusion rules also adopted the local energy and the"weighted averaging"method,which can Dreserve more details in source images and further improve the subjective quality of fused image.Experimental results show that comparing with traditional image fusion algorithms,the proposed approach can provide more satisfactory fusion outcome.