Papers/2611.07049
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Gaussians Can Subtract: Neural Dissolve Fields for Hybrid Scene Rendering

Omar A. Alsharif, S. M. Ali Eslami, Nicolas J. D. Dufresne, H. J. Andrew, J. A. M. H. G. van der Maaten

hybrid rendering3D graphicsneural networksscene reconstruction
2611.07049
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3h ago

Abstract

This paper presents a novel approach to hybrid rendering that addresses multi-view inconsistencies in Mesh-Gaussian representations.

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Core Claim

The proposed Gaussolve framework effectively dissolves inconsistent mesh content and refills it with Gaussian primitives, resulting in higher visual fidelity and faster rendering.

Method / Result

Achieved higher visual fidelity with fewer Gaussian primitives and faster rendering in experiments on structured and semi-structured scenes.

Limitations

The method's performance may vary based on scene complexity and specific viewing conditions, which could affect reproducibility.

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