{"ID":2862892,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_url":"https://arxiv.org/abs/2509.26455","arxiv_id":"2509.26455","title":"Stylos: Multi-View 3D Stylization with Single-Forward Gaussian Splatting","abstract":"We present Stylos, a single-forward 3D Gaussian framework for 3D style transfer that operates on unposed content, from a single image to a multi-view collection, conditioned on a separate reference style image. Stylos synthesizes a stylized 3D Gaussian scene without per-scene optimization or precomputed poses, achieving geometry-aware, view-consistent stylization that generalizes to unseen categories, scenes, and styles. At its core, Stylos adopts a Transformer backbone with two pathways: geometry predictions retain self-attention to preserve geometric fidelity, while style is injected via global cross-attention to enforce visual consistency across views. With the addition of a voxel-based 3D style loss that aligns aggregated scene features to style statistics, Stylos enforces view-consistent stylization while preserving geometry. Experiments across multiple datasets demonstrate that Stylos delivers high-quality zero-shot stylization, highlighting the effectiveness of global style-content coupling, the proposed 3D style loss, and the scalability of our framework from single view to large-scale multi-view settings. Our codes are available at https://github.com/HanzhouLiu/Stylos.","short_abstract":"We present Stylos, a single-forward 3D Gaussian framework for 3D style transfer that operates on unposed content, from a single image to a multi-view collection, conditioned on a separate reference style image. Stylos synthesizes a stylized 3D Gaussian scene without per-scene optimization or precomputed poses, achievin...","url_abs":"https://arxiv.org/abs/2509.26455","url_pdf":"https://arxiv.org/pdf/2509.26455v3","authors":"[\"Hanzhou Liu\",\"Jia Huang\",\"Mi Lu\",\"Srikanth Saripalli\",\"Peng Jiang\"]","published":"2025-09-30T16:09:13Z","proceeding":"cs.CV","tasks":"[\"cs.CV\"]","methods":"[\"Transformer\"]","has_code":false,"code_links":[{"ID":608956,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_id":2862892,"paper_url":"https://arxiv.org/abs/2509.26455","paper_title":"Stylos: Multi-View 3D Stylization with Single-Forward Gaussian Splatting","repo_url":"https://github.com/HanzhouLiu/Stylos","is_official":false,"mentioned_in_paper":false,"mentioned_in_github":true,"github_stars":0}]}