Edit360: 2D Image Edits to 3D Assets from Any Angle

• URL: http://arxiv.org/abs/2506.10507v2
• Date: Mon, 30 Jun 2025 07:13:23 GMT
• Title: Edit360: 2D Image Edits to 3D Assets from Any Angle
• Authors: Junchao Huang, Xinting Hu, Shaoshuai Shi, Zhuotao Tian, Li Jiang,
• Abstract summary: Edit360 is a tuning-free framework that extends 2D modifications to consistent 3D editing.<n>It selects anchor views for 2D modifications and propagates edits across the entire 360-degree range.<n>The resulting edited multi-view sequences facilitate the reconstruction of high-quality 3D assets.
• Score: 23.798967420408484
• License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
• Abstract: Recent advances in diffusion models have significantly improved image generation and editing, but extending these capabilities to 3D assets remains challenging, especially for fine-grained edits that require multi-view consistency. Existing methods typically restrict editing to predetermined viewing angles, severely limiting their flexibility and practical applications. We introduce Edit360, a tuning-free framework that extends 2D modifications to multi-view consistent 3D editing. Built upon video diffusion models, Edit360 enables user-specific editing from arbitrary viewpoints while ensuring structural coherence across all views. The framework selects anchor views for 2D modifications and propagates edits across the entire 360-degree range. To achieve this, Edit360 introduces a novel Anchor-View Editing Propagation mechanism, which effectively aligns and merges multi-view information within the latent and attention spaces of diffusion models. The resulting edited multi-view sequences facilitate the reconstruction of high-quality 3D assets, enabling customizable 3D content creation.

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