Rethinking Sparse-View 3D Gaussian Splatting: A Few-Shot Learning Perspective on Overfitting Prevention

arXiv:2610.25887 · cs.CV · Submitted 2026-10-19 · Read on arXiv

cs.CV

Submitted: 2026-10-19

Updated: 2026-10-19

Comments: 5 pages, 5 figures. First-place solution in the sparse-view track of the SIGGRAPH Asia 2025 Volumetric Video Challenge

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• 3D Gaussian Splatting — 1× in this paper · explained in 2 episodes
• Few-Shot Learning — 1× in this paper · explained in 4 episodes
• Gaussian Splatting — 1× in this paper · explained in 4 episodes

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