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

机译:大规模超分辨率重建遥感图像的改进Wallis规避算法

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摘要

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.
机译:由于计算机内存的限制,通常在图像的超分辨率(SR)重建中应用子块算法。然而,由于这些子块之间的亮度和对比度的不均匀分布,因此子块SR图像难以实现无缝的图像拼接。针对SR重建图像是具有相同大小和重叠区域的灰度图像的特点,提出了一种有效改进的加权Wallis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,以避免空间的传播和误差的累积以及过多计算所引起的图像信息的丢失。接缝线消除方法可以将接缝线中的部分位错共享到整个重叠区域,并具有平滑的过渡效果。随后,采用改进的方法消除ZY-3的900 SR重建图像的不均匀照明。然后,采用重叠图像拼接方法,基于最佳接缝线完成无缝图像拼接。

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