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    This study introduces an efficient image-space texture optimization for 3D models, reducing seams and improving speed. The method enhances texture mapping quality and enables automatic model creation with depth sensors.

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    Area of Science:

    • Computer Graphics
    • Geometric Modeling
    • Computational Imaging

    Background:

    • Traditional texture mapping methods often struggle with visible seams and misalignment, especially at depth or texture boundaries.
    • Model parameterization-based projective texture mapping can be computationally intensive and prone to distortions.

    Purpose of the Study:

    • To develop an efficient image-space texture optimization scheme for triangular mesh models.
    • To reduce visible seams and misalignment in texture mapping.
    • To accelerate the texture mapping process without compromising quality.

    Main Methods:

    • An image-space texture optimization scheme is proposed, differing from traditional model parameterization approaches.
    • The method employs a local, parallel texture adjustment at boundaries, followed by a global correction step.
    • The phased optimization addresses distortions caused by local adjustments.

    Main Results:

    • The novel scheme achieves a significant speed-up: 50-100x on GPU and 6x on CPU compared to state-of-the-art methods.
    • Texture quality is maintained despite the substantial increase in processing speed.
    • The approach demonstrates improved resilience to modeling and calibration errors.

    Conclusions:

    • The developed texture optimization scheme offers a fast and high-quality solution for texture mapping triangular mesh models.
    • The method facilitates the automatic creation of textured 3D models using commodity depth sensors, even for untrained users.
    • This work advances texture mapping techniques by improving efficiency and robustness.