具有全局和局部对齐的全景马赛克的构建和改进

H. Shum, R. Szeliski
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引用次数: 199

摘要

本文介绍了从图像序列中构造全视图全景马赛克的技术。我们的表示与每个输入图像关联一个旋转矩阵(可选的焦距),而不是明确地将所有图像投影到一个共同的表面上(例如,圆柱体)。为了减少累积的配准误差,我们对整个图像序列进行全局对齐(块调整),从而得到最优的图像拼接(最小二乘意义上的)。为了补偿由相机平移和其他未建模的扭曲引入的少量运动视差,我们开发了一种局部对齐(去重影)技术,该技术根据成对的局部图像配准结果扭曲每个图像。通过结合全局和局部对齐,我们显着提高了图像马赛克的质量,从而可以使用手持相机创建全视图全景马赛克。
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Construction and refinement of panoramic mosaics with global and local alignment
This paper presents techniques for constructing full view panoramic mosaics form sequences of images. Our representation associates a rotation matrix (and optionally a focal length) with each input image, rather than explicitly projecting all of the images onto a common surface (e.g., a cylinder). In order to reduce accumulated registration errors we apply global alignment (block adjustment) to whole sequence of images, which results in an optimal image mosaic (in the least squares sense). To compensate for small amounts of motion parallax introduced by translations of the camera and other unmodeled distortions we develop a local alignment (deghosting) technique which warps each image based on the results of pairwise local image registrations. By combining both global and local alignment we significantly improve the quality of our image mosaics thereby enabling the creation of full view panoramic mosaics with hand-held cameras.
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