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Author

Matthew J. Kyan

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Conference Aug 2026

Evaluating Diffusion Models for Single-Image 3D Gaussian Splatting Scene Reconstruction

Sparse or limited observations often cause 3D Gaussian Splatting (3DGS) scenes to exhibit holes, missing content, and unstable appearance in novel views. Repairing these regions requires generating synthetic frames that remain consistent across viewpoints, a challenge closely related to cross-view drift in generative m...

Max Eskandari, Xing-Bang Tang, Matthew J. Kyan · 0 citations
Preprint Sep 2026

TSGL: Teacher-Student Graph Learning for 3DGS Compression

3D Gaussian Splatting (3DGS) is a popular representation for novel view synthesis. However, 3DGS contains millions of Gaussian primitives, each with rich attributes, resulting in large file sizes. We propose a novel 3DGS compression method based on Teacher-Student Graph Learning (TSGL) that operates directly on a train...

Matin Bani Saedi, Matthew J. Kyan, Ge-Ne Cheung · 0 citations

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