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Efficient point cloud lossless data compression method based on an embedded Gray code structured light pattern

Hossein Rashidizad, MohmmadMorad Sheikhi, Gholamreza Akbarizadeh

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    This study introduces a novel lossless data compression method for 3D point clouds, crucial for instrumentation engineering. The technique achieves significant compression ratios, addressing data size limitations in 3D scanning operations.

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    Area of Science:

    • Instrumentation Engineering
    • Computer Vision
    • Data Compression

    Background:

    • 3D scanning techniques have advanced significantly, improving speed and accuracy across industries like quality control and reverse engineering.
    • However, the large data size of 3D point clouds poses challenges for data transfer, storage, and real-time processing.
    • Efficient data compression is essential for leveraging the full potential of 3D scanning technologies.

    Purpose of the Study:

    • To develop a novel, lossless data compression method for 3D point cloud data.
    • To address the limitations imposed by large point cloud file sizes in 3D scanning applications.
    • To improve the practicality and efficiency of 3D scanning operations in instrumentation engineering.

    Main Methods:

    • A novel lossless data compression technique for point clouds was developed.
    • The method utilizes a Gray code structured light pattern sequence.
    • Image-based compression strategies were integrated into the point cloud compression pipeline.

    Main Results:

    • The proposed method demonstrated a distinct compression ratio compared to existing lossless point cloud compression techniques.
    • Empirical evaluations confirmed the reliability and practicality of the developed compression approach.
    • The technique effectively reduces point cloud data size without information loss.

    Conclusions:

    • The novel Gray code structured light pattern sequence and image-based compression method offers a practical solution for lossless point cloud compression.
    • This advancement is vital for overcoming data size restrictions in 3D scanning, enhancing applications in instrumentation engineering.
    • The method achieves a competitive compression ratio, making 3D scanning data more manageable.