MegaStyle++: Scaling Image Style Space through Hierarchical Style Definition
Image style is a highly abstract, human-constructed concept shaped by a range of visual factors and intrinsically entangled with content, yet a unified and explicit definition of image style remains lacking. In this work, we first discuss the fundamental question of what is style and then propose a hierarchical style definition that describes image style from an overall style identity to fine-grained visual attributes, providing a more structured, transferable, and interpretable style representation. Based on this definition, we refine the style annotation pipeline of MegaStyle and construct MegaStyle++-8M, a large-scale style dataset containing 150K overall style identities, 1M fine-grai...
| Authors | Junyao Gao, Sibo Liu, Jiaxing Li et al. |
|---|---|
| Primary category | cs.CV |
| Published | 1 September 2026 |
| Last updated at source | 2 September 2026 |
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- tencent/MegaStyle-1.4MDataset · cited by
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- tencent/MegaStyle-1.4MDataset
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