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Updated: Jan 10, 2026

Digital Handwriting Analysis of Characters in Chinese Patients with Mild Cognitive Impairment
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Calli-VA: A Visual Analytics System for Analyzing and Comparing Chinese Calligraphic Styles.

Jincheng Li, Jinpeng Wu, Shaocong Tan

    IEEE Transactions on Visualization and Computer Graphics
    |November 21, 2025
    PubMed
    Summary
    This summary is machine-generated.

    Calli-VA, a visual analytics system, aids in analyzing Chinese calligraphy styles. It overcomes limitations of traditional methods, offering systematic character analysis and pattern discovery for cultural heritage insights.

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    Area of Science:

    • Digital Humanities
    • Art History
    • Computer Science

    Background:

    • Chinese calligraphy is a vital part of cultural heritage, offering insights into ancient China.
    • Analyzing calligraphic styles is complex due to qualitative method limitations and quantitative approach issues.
    • Existing methods lack scalability and can be inconsistent or difficult to use.

    Purpose of the Study:

    • To introduce Calli-VA, a visual analytics system designed for analyzing Chinese calligraphy.
    • To address the challenges of scalability, consistency, usability, and misalignment in calligraphic style analysis.
    • To enhance the appreciation, learning, and advancement of Chinese calligraphy.

    Main Methods:

    • Calli-VA extracts character images and stroke data from original works.
    • It systematically characterizes each character based on defined criteria.
    • The system integrates overview, relationship discovery, explanation, and recommendation mechanisms.

    Main Results:

    • Calli-VA provides a scalable and systematic approach to analyzing calligraphic styles.
    • The system facilitates pattern discovery and understanding of relationships between characters.
    • Integrated features aid in user exploration, documentation, and sharing of findings.

    Conclusions:

    • Calli-VA effectively addresses the limitations of previous methods for analyzing Chinese calligraphy.
    • The system enhances the study and appreciation of Chinese calligraphic heritage.
    • Case studies and expert feedback confirm Calli-VA's utility and effectiveness.