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用于大规模超分辨率重建遥感图像的改进型沃利斯闪避算法

Improved Wallis Dodging Algorithm for Large-Scale Super-Resolution Reconstruction Remote Sensing Images.

作者信息

Fan Chong, Chen Xushuai, Zhong Lei, Zhou Min, Shi Yun, Duan Yulin

机构信息

School of Geoscience & Info-Physics, Central South University, Changsha 410083, China.

State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China.

出版信息

Sensors (Basel). 2017 Mar 18;17(3):623. doi: 10.3390/s17030623.

Abstract

A sub-block algorithm is usually applied in the super-resolution (SR) reconstruction of images because of limitations in computer memory. However, the sub-block SR images can hardly achieve a seamless image mosaicking because of the uneven distribution of brightness and contrast among these sub-blocks. An effectively improved weighted Wallis dodging algorithm is proposed, aiming at the characteristic that SR reconstructed images are gray images with the same size and overlapping region. This algorithm can achieve consistency of image brightness and contrast. Meanwhile, a weighted adjustment sequence is presented to avoid the spatial propagation and accumulation of errors and the loss of image information caused by excessive computation. A seam line elimination method can share the partial dislocation in the seam line to the entire overlapping region with a smooth transition effect. Subsequently, the improved method is employed to remove the uneven illumination for 900 SR reconstructed images of ZY-3. Then, the overlapping image mosaic method is adopted to accomplish a seamless image mosaic based on the optimal seam line.

摘要

由于计算机内存的限制,子块算法通常应用于图像的超分辨率(SR)重建。然而,由于这些子块之间亮度和对比度分布不均,子块SR图像很难实现无缝图像拼接。针对SR重建图像是具有相同大小和重叠区域的灰度图像这一特点,提出了一种有效的改进加权沃利斯闪避算法。该算法可以实现图像亮度和对比度的一致性。同时,提出了一种加权调整序列,以避免误差的空间传播和累积以及过度计算导致的图像信息丢失。一种接缝线消除方法可以将接缝线中的部分错位平滑过渡地分摊到整个重叠区域。随后,采用改进后的方法对900张ZY-3的SR重建图像进行不均匀光照去除。然后,采用重叠图像拼接方法,基于最优接缝线完成无缝图像拼接。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bebe/5375909/05fece4f3ecd/sensors-17-00623-g001.jpg

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