Image Stitching Algorithm Based on SURF and Wavelet Transform

Jinxin Ruan, Liying Xie, Yuyan Ruan, Lindong Liu, Qiang Chen, Qian Zhang
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引用次数: 12

Abstract

With the development of image stitching and its wide application, image stitching has become an important and heated topic in image processing. An effective image stitching algorithm based on SURF feature matching and wavelet transform image fusion is proposed in this paper. Firstly, SURF feature points in the two adjacent images are extracted and matched. Then rapid and accurate image registration can be achieved by adopting the improved RNASCA algorithm to removing the mismatched feature point pairs. The multi-resolution decomposition of the overlapping region is processed by Wavelet Transform. Then the multi-scale image fusion is processed by fade-in and fade-out in order to eliminate the stitching seam better. Experiments show that the fusion results of the overlapping region are natural and there also is a certain robustness for translation, rotation, scale and luminance variant.
基于SURF和小波变换的图像拼接算法
随着图像拼接技术的发展和广泛应用,图像拼接已成为图像处理领域的一个重要而又热门的研究课题。提出了一种基于SURF特征匹配和小波变换图像融合的有效图像拼接算法。首先,提取相邻两幅图像中的SURF特征点并进行匹配;然后采用改进的RNASCA算法去除不匹配的特征点对,实现快速准确的图像配准。利用小波变换对重叠区域进行多分辨率分解。然后对多尺度图像融合进行渐入淡出处理,以更好地消除拼接缝;实验表明,重叠区域的融合结果是自然的,并且对平移、旋转、尺度和亮度变化都有一定的鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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