An Image Stitching Algorithm Based on SIFT and DAISY Descriptor

Yalan Li, Jianquan Huang, Fuming Deng, Ruhua Lu, Min Yao
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引用次数: 1

Abstract

Correspondences matching is essential to image stitching and greatly influences the stitching quality as the homography matrix is calculated from the correspondences. Mismatching would be generated by using SIFT alone when dealing images with repeat similar structures. To improve the matching accuracy, SIFT and DAISY are combined to extract and match feature points. Then the homography matrix is computed by least square, RANSAC and bundle adjust methods. Experiments show that the matching accuracy is improved and the stitching results are well and robust.
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基于SIFT和DAISY描述符的图像拼接算法
对应匹配是图像拼接的关键,对图像的拼接质量影响很大。在处理具有重复相似结构的图像时,单独使用SIFT会产生不匹配。为了提高匹配精度,采用SIFT和DAISY相结合的方法提取和匹配特征点。然后采用最小二乘、RANSAC和束调整方法计算单应性矩阵。实验表明,该方法提高了匹配精度,拼接效果良好,鲁棒性好。
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