移动图像识别:架构和权衡

J. Hull, X. Liu, B. Erol, J. Graham, Jorge Moraleda
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引用次数: 14

摘要

我们认为移动图像识别最理想的架构是在移动设备上运行完整的算法。在远程服务器上运行识别器的替代解决方案并不理想,因为图像捕获和接收结果之间的延迟可能导致用户放弃该技术。我们提出了一种移动识别纸质文档的方法和一种报纸应用程序,让读者检索与文章、照片和广告相关的电子数据。我们展示了一个合理的日报集合的索引可以在不到一分钟的时间内下载,并且将适合今天的中档智能手机的内存。实验结果表明,该识别系统的总体错误率小于1%。我们实现了1.2秒的运行时间。在HTC-8282 Windows Mobile手机上收集140个报纸页面的图片。
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Mobile image recognition: architectures and tradeoffs
We argue that the most desirable architecture for mobile image recognition runs the complete algorithm on the mobile device. Alternative solutions that run the recognizer on a remote server will not be as desirable because of the delay between image capture and receipt of a result that can cause users to abandon the technique. We present a method for mobile recognition of paper documents and an application to newspapers that lets readers retrieve electronic data linked to articles, photos, and advertisements. We show that the index for a reasonable collection of daily newspapers can be downloaded in less than a minute and will fit in the memory of today's mid-range smart phones. Experimental results show that the recognition system has an overall error rate of less than 1%. We achieved a run time of 1.2 secs. per image with a collection of 140 newspaper pages on an HTC-8282 Windows Mobile phone.
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