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Performance evaluation of two Arabic OCR products

机译:两种阿拉伯语OCR产品的绩效评估

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Numerous Optical Character Recognition (OCR) companies claim that their products have near-perfect recognition accuracy (close to 99.9%). In practice, however, these accuracy rates are rarely achieved. Most systems break down when the input document images are highly degraded, such as scanned images of carbon-copy documents, documents printed on low-quality paper, and documents that are n-th generation photocopies. Besides, the end user cannot compare the relative performances of the products because the various accuracy results are not reported on the same dataset.. In this article we report our evaluation results for two popular Arabic OCR products: (1) Sakhr OCR and (2) OmniPage for Arabic. In our evaluation we establish that the Sakhr OCR product has 15.47% lower page error rate relative to the OmniPage page error rate. The absolute page accuracy rates for Sakhr and Omnipage are 90.33% and 86.89% respectively. Our evaluation was performed using the SAIC Arabic image dataset, and we used only those pages for which both OCR systems produced output. A scatter-plot of the page accuracy-rate pairs reveals that Sakhr in general performs better on low-accuracy (degraded) pages. The scatter-plot visualization technique allows an algorithm developer to easily detect and analyze outliers in the results.
机译:许多光学字符识别(OCR)公司声称自己的产品具有近乎完美的识别准确度(接近99.9%)。然而在实践中,这些准确率很少实现。大多数系统分解当输入原稿图像高度降低,如通过碳拷贝文件的扫描图像,印刷在低质量的纸张文件,和文件第n代影印。此外,由于不同的准确性结果不会对同一数据集报终端用户无法比拟的产品的相对表现。在本文中,我们报道了我们两个流行的阿拉伯语OCR产品评价结果:(1)Sakhr OCR和(2 )OmniPage的阿拉伯语。在我们的评估中,我们建立了Sakhr OCR产品具有较低的页面相对OmniPage的页面错误率15.47%的错误率。对于Sakhr和OMNIPAGE绝对页面准确率分别为90.33%和86.89%。用上汽阿拉伯语图像数据集进行我们的评价,我们只用于这两个OCR系统产生的输出这些页面。页面准确率对的散点图显示,Sakhr一般执行的低精度(降级)的网页更好。该散点图可视化技术允许的算法显影剂容易地在结果检测和分析异常值。

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