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Method and system for bootstrapping an OCR engine for license plate recognition

机译:用于引导用于识别车牌的OCR引擎的方法和系统

摘要

Methods and systems for bootstrapping an OCR engine for license plate recognition. One or more OCR engines can be trained utilizing purely synthetically generated characters. A subset of classifiers, which require augmentation with real examples, along how many real examples are required for each, can be identified. The OCR engine can then be deployed to the field with constraints on automation based on this analysis to operate in a “bootstrapping” period wherein some characters are automatically recognized while others are sent for human review. The previously determined number of real examples required for augmenting the subset of classifiers can be collected. Each subset of identified classifiers can then be retrained as the number of real examples required becomes available.
机译:用于引导OCR引擎以进行车牌识别的方法和系统。可以使用纯合成生成的字符来训练一个或多个OCR引擎。可以识别分类器的子集,这些分类器需要使用真实示例进行扩充,以及每个分类器需要多少真实示例。然后,可以基于此分析将OCR引擎部署到对自动化有约束的领域,以在“引导”时期内操作,在该期间中,一些字符会被自动识别,而其他字符会被发送给人工检查。可以收集增加分类器子集所需的预先确定数量的真实示例。然后,随着所需实际示例数量的增加,可以对已识别分类器的每个子集进行重新训练。

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