Multi-hypothesis Projection-Based Shift Estimation for Sweeping Panorama Reconstruction

Tuan Q. Pham, P. Cox
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Abstract

Global alignment is an important step in many imaging applications for hand-held cameras. We propose a fast algorithm that can handle large global translations in either x-or y-direction from a pan-tilt camera. The algorithm estimates the translations in x- and y-direction separately using 1D correlation of the absolute gradient projections along the x- and y-axis. Synthetic experiments show that the proposed multiple shift hypotheses approach is robust to translations up to 90% of the image width, whereas other projection-based alignment methods can handle up to 25% only. The proposed approach can also handle larger rotations than other methods. The robustness of the alignment to non-purely translational image motion and moving objects in the scene is demonstrated by a sweeping panorama application on live images from a Canon camera with minimal user interaction.
基于多假设投影的扫描全景重建偏移估计
在许多手持相机成像应用中,全局对准是一个重要的步骤。我们提出了一种快速算法,可以处理从平移相机在x或y方向上的大全局平移。该算法利用沿x轴和y轴的绝对梯度投影的一维相关性分别估计x和y方向的平移。综合实验表明,该方法对图像宽度的90%具有鲁棒性,而其他基于投影的对齐方法的鲁棒性仅为25%。所提出的方法还可以处理比其他方法更大的旋转。对非纯平移图像运动和场景中移动物体的对齐的鲁棒性通过佳能相机的实时图像上的全景扫描应用程序进行了演示,用户交互最少。
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