视觉对应的稳健度量

Federico Tombari, L. D. Stefano, S. Mattoccia
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引用次数: 23

摘要

本文提出了一种新的视觉对应度量,可用于模式匹配、立体视觉、变化检测等常见的计算机视觉任务。所提出的方法隐含地利用了相邻像素之间的顺序保持概念,它适用于那些干扰因素,如光度失真和遮挡发生在待匹配图像之间的情况。此外,这种方法在存在大量噪声的情况下具有鲁棒性,这些噪声可以通过廉价的相机传感器引入。实验结果证明了该方法在典型的模板匹配场景以及处理安全门访问控制的特定应用中的有效性。
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A robust measure for visual correspondence
In this paper a novel measure for visual correspondence is proposed, to be adopted for common computer vision tasks such as pattern matching, stereo vision, change detection. The proposed measure implicitly exploits the concept of order-preservation between neighbouring pixels and it is suitable for those cases where disturbance factors such as photometric distortions and occlusions occur between the images to be matched. Furthermore, this measure tends to be robust in presence of significant amount of noise which can be introduced, e.g., by cheap camera sensors. Experimental results demonstrate the effectiveness of the proposed approach in a typical template matching scenario as well as in a particular application dealing with secure gate access control.
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