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Building Finite Element Models to Investigate Zebrafish Jaw Biomechanics
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Procedural Fish Modeling.

Chia-Hsing Chiu, Yu-Chi Lai, Shang-Yen Swen

    IEEE Computer Graphics and Applications
    |August 7, 2024
    PubMed
    Summary
    This summary is machine-generated.

    This study introduces procedural fish generation, an automated method to create 3D fish models from a single image. This technique significantly reduces manual labor for game and animation development.

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    Area of Science:

    • Computer Graphics
    • Computational Geometry
    • 3D Modeling

    Background:

    • Manual 3D fish model creation is time-consuming and labor-intensive, even for professionals.
    • Existing methods struggle with single-image input for accurate 3D reconstruction.

    Purpose of the Study:

    • To develop an innovative and automatic approach for generating 3D fish models from a single lateral image.
    • To reduce the manual effort required in creating diverse fish species for digital applications.

    Main Methods:

    • Procedural generation of ray-finned fish using parameterized curves.
    • Texture optimization and differentiable rendering to match input images.
    • Fine-tuning Stable Diffusion prompts for image retrieval.

    Main Results:

    • Successful generation of 3D fish models from single lateral images.
    • Significant reduction in manual modeling time and effort.
    • Output is a polygon mesh, compatible with standard graphics software and hardware.

    Conclusions:

    • The proposed procedural fish generation method is effective and efficient for both experts and non-experts.
    • It offers advantages over multi-image reconstruction, especially with limited input data.
    • The approach facilitates the creation of diverse 3D fish assets for animations and games.