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Digital Handwriting Analysis of Characters in Chinese Patients with Mild Cognitive Impairment
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Multi-Language Online Handwriting Recognition.

Daniel Keysers, Thomas Deselaers, Henry A Rowley

    IEEE Transactions on Pattern Analysis and Machine Intelligence
    |June 1, 2016
    PubMed
    Summary
    This summary is machine-generated.

    Google's advanced online handwriting recognition system offers fast, accurate text entry for mobile devices across 97 languages and 22 scripts. Its flexible framework enables easy improvements and supports languages previously unaddressed by other systems.

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    Area of Science:

    • Computer Science
    • Artificial Intelligence
    • Natural Language Processing

    Background:

    • Online handwriting recognition is crucial for mobile text input.
    • Existing systems often have limitations in language support and adaptability.
    • Google's system addresses the need for a versatile and accurate solution.

    Purpose of the Study:

    • To present Google's comprehensive online handwriting recognition system.
    • To highlight its support for a wide range of languages and scripts.
    • To detail its architecture and novel components for high-accuracy text entry.

    Main Methods:

    • Utilizing a combination of state-of-the-art and novel components in a flexible framework.
    • Implementing unified time- and position-based input interpretation.
    • Employing trainable segmentation and minimum-error rate training for feature combination.
    • Using a cascade of pruning strategies for efficiency.

    Main Results:

    • The system supports 22 scripts and 97 languages, including those not handled by other systems.
    • Achieved fast, high-accuracy text entry suitable for mobile, touch-enabled devices.
    • Demonstrated adaptability for both cloud-based and on-device recognition.

    Conclusions:

    • The developed architecture allows for easy transfer of improvements across languages and scripts.
    • The system's flexibility enables deployment on diverse computational platforms.
    • Google's handwriting recognition is publicly available in products like Google Translate and Android.