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Paper · arXiv

FineSplat: Fine Patches, Local Groups, Detailed Splats

Feed-forward 3D Gaussian Splatting (3DGS) promises instant scene reconstruction with high-quality novel-view synthesis. Yet, fine-grained geometry and appearance remain difficult to recover, motivating us to revisit how feed-forward models represent, aggregate, and refine detailed visual information. We introduce FineSplat, a feed-forward 3DGS framework built around fine-grained image patches. Since global multi-view attention becomes prohibitively expensive at such high token resolutions, we develop a dual-grouping strategy that combines two complementary forms of locality: view-wise grouping enables efficient interaction among neighboring views, while 3D spatial grouping reconnects geom...

AuthorsHyebin Kim, Hwasik Jeong, Joonhyuk Park et al.
Primary categorycs.CV
Published18 October 2026
Last updated at source18 October 2026
cs.CV
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