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SYSTEM AND METHOD FOR STITCHING IMAGES USING NON-LINEAR OPTIMIZATION AND MULTI-CONSTRAINT COST FUNCTION MINIMIZATION
SYSTEM AND METHOD FOR STITCHING IMAGES USING NON-LINEAR OPTIMIZATION AND MULTI-CONSTRAINT COST FUNCTION MINIMIZATION
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机译：非线性优化和多约束成本函数最小化的图像拼接系统和方法
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摘要
The present disclosure provides a system and a method for stitching images using non-linear optimization and multi-constraint cost function minimization. Most of conventional homography based transformation approaches for image alignment, calculate transformations based on linear algorithms which ignore parameters such as lens distortion and unable to handle parallax for non-planar images resulting in improper image stitching with misalignments. The disclosed system and the method generates initial stitched image by estimating a global homography for each image using estimated pairwise homography matrix and feature point correspondences for each pair of images, based on a non-linear optimization. Local warping based image alignment is applied on the initial stitched image, using multi-constraint cost function minimization to mitigate aberrations caused by noises in the global homography estimation to generate the refined stitched image. The refined stitched image is accurate and free from misalignments and poor intensities.
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