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A Survey on 3D Gaussian Splatting Applications: Segmentation, Editing, and Generation.

Shuting He, Peilin Ji, Yitong Yang

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    Summary
    This summary is machine-generated.

    3D Gaussian Splatting (3DGS) offers real-time, high-fidelity rendering for novel view synthesis. This survey explores its diverse applications beyond rendering, focusing on segmentation, editing, and generation for geometric and semantic understanding.

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    Area of Science:

    • Computer Vision
    • Computer Graphics
    • Artificial Intelligence

    Background:

    • 3D Gaussian Splatting (3DGS) is a novel technique for real-time, high-fidelity novel view synthesis.
    • It offers an explicit and compact representation, distinguishing it from Neural Radiance Fields (NeRF).
    • Its capabilities extend beyond rendering to tasks requiring geometric and semantic understanding.

    Purpose of the Study:

    • To provide a comprehensive survey of recent advancements in 3D Gaussian Splatting (3DGS) applications.
    • To categorize and analyze downstream tasks enabled by 3DGS.
    • To highlight emerging trends and provide resources for further research.

    Main Methods:

    • Review of 3DGS reconstruction preliminaries and problem formulation.
    • Exploration of 2D foundation models and NeRF-based research relevant to 3DGS.
    • Categorization of 3DGS applications into foundational tasks (segmentation, editing, generation) and functional applications.

    Main Results:

    • Summaries of representative methods, supervision strategies, and learning paradigms for 3DGS applications.
    • Identification of shared design principles and emerging trends across different application areas.
    • Comparative analysis of recent methods using common datasets and evaluation protocols.

    Conclusions:

    • 3DGS is a versatile technique with significant potential in various computer vision and graphics applications.
    • The survey categorizes applications and identifies key trends, facilitating future research.
    • A continuously updated repository of resources is provided to support the research community.