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Handwriting detector, extractor, and language classifier

專利號
US11176361B2
公開日期
2021-11-16
申請人
Raytheon Company(US MA Waltham)
發(fā)明人
Darrell L. Young; Kevin C. Holley
IPC分類
G06F40/171; G06F40/263; G06K9/00; G06K9/34; G06K9/38; G06K9/62; G06K9/68; G06K9/72
技術(shù)領(lǐng)域
language,may,or,in,bounding,be,hardware,features,geometric,image
地域: MA MA Waltham

摘要

Disclosed are methods for handwriting recognition. In some aspects, an image representing a page of a sample document is analyzed to identify a region having indications of handwriting. The region is analyzed to determine frequencies of a plurality of geometric features within the region. The frequencies may be compared to profiles or histograms of known language types, to determine if there are similarities between the frequencies in the sample document relative to those of the known language types. In some aspects, machine learning may be used to characterize the document as a particular language type based on the frequencies of the geometric features.

說明書

Example 9 is a non-transitory computer readable storage medium comprising instructions that when executed configure hardware processing circuitry to perform operations, comprising: receiving an image; detecting a plurality of features in the image; detecting a subset of the plurality of features arranged linearly in the image; detecting a region of the image bounding the subset of features; determining a probability that the region includes handwriting; determining the probability is above a threshold; generating, based on the region, a plurality of metrics defining frequencies of geometric features within the region; providing, to a trained model, the plurality of metrics; and determining from the trained model, a language type of handwriting within the region.

In Example 10, the subject matter of Example 9 optionally includes the operations further comprising enhancing contrast of the image, wherein the detecting of the features is based on the enhanced contrast.

In Example 11, the subject matter of any one or more of Examples 9-10 optionally include the operations further comprising color filtering the image, wherein the detecting of the features is based on the enhanced contrast.

In Example 12, the subject matter of any one or more of Examples 9-11 optionally include the operations further comprising determining an irregularity of features within the region, wherein the determination of the probability is based on the irregularity.

權(quán)利要求

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