Author

Minglong Zhang

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Jul 2026

Trans-GAN: lightweight dual-branch transformer for style-preserved image inpainting

This work proposes a novel dual-branch architecture that integrates U-Net and Transformer networks: U-Net is leveraged for restoring fine-grained textures, while the Transformer effectively models long-range dependencies to ensure global semantic consistency.

Huaming Liu, Minglong Zhang, Xiuyou Wang et al. · Multimedia Systems · 0 citations