在移动设备上设计实时多媒体应用程序

Jiang Gao
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引用次数: 1

摘要

本文探讨了移动设备上实时图像搜索和配准的挑战。我们提出了利用定向梯度直方图(HOG)特征来表征图像区域,并提出了一种基于HOG熵的算法来选择“好的”区域进行图像匹配和配准。我们还提出了一种基于混合跟踪和视觉匹配算法的双模移动系统的新实现。我们将该算法应用于多个移动应用,包括移动视觉搜索的图像匹配和手机全景。在一个大型数据集上证明了我们方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Designing real-time multimedia applications on mobile devices
This paper explores the challenge of real-time image search and registration on mobile devices. We propose using the histogram of oriented gradients (HOG) features for characterizing image regions, and propose an algorithm based on the entropy of HOG to select "good" regions for image matching and registration. We also propose a novel implementation of a dual-mode mobile system based on a hybrid tracking and visual matching algorithm. We apply the algorithms to several mobile applications, including image matching for mobile visual search and panorama on mobile phones. The effectiveness of our approach is demonstrated on a large dataset.
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