JVCIR

GSCNet: A Transformer-Based Granular Style Control Network for Artifact-Free Image Style Transfer

Zheng Gao, Zhicheng Bao, Haoran Fan, Xiaoyu Li, Qipei Nong, Jiaojiao Jiang

Journal of Visual Communication and Image Representation, vol. 120, art. 104895, 2026

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Figure 1 of GSCNet: Common issues in Transformer-based style transfer: (Top) striped artifacts in flat regions (e.g., sky); (Bottom) uneven stylization and brightness across spatial areas (e.g., bridge)
Figure 1. Common issues in Transformer-based style transfer: (Top) striped artifacts in flat regions (e.g., sky); (Bottom) uneven stylization and brightness across spatial areas (e.g., bridge).

BibTeX

@article{gao2026gscnet,
  title   = {GSCNet: A Transformer-Based Granular Style Control Network for Artifact-Free Image Style Transfer},
  author  = {Gao, Zheng and Bao, Zhicheng and Fan, Haoran and Li, Xiaoyu and Nong, Qipei and Jiang, Jiaojiao},
  journal = {Journal of Visual Communication and Image Representation},
  volume  = {120},
  pages   = {104895},
  year    = {2026},
  issn    = {1047-3203},
  doi     = {10.1016/j.jvcir.2026.104895},
}

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