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FBC-GAN: Diverse and Flexible Image Synthesis via Foreground-Background Composition [article]

Kaiwen Cui, Gongjie Zhang, Fangneng Zhan, Jiaxing Huang, Shijian Lu
2021 arXiv   pre-print
This paper presents a novel Foreground-Background Composition GAN (FBC-GAN) that performs image generation by generating foreground objects and background scenes concurrently and independently, followed  ...  With this explicit design, FBC-GAN can generate images with foregrounds and backgrounds that are mutually independent in contents, thus lifting the undesirably learned content correlation constraint and  ...  This paper presents Foreground-Background Composition GAN (FBC-GAN) -an innovative image synthesis network that achieves superior synthesis flexibility and diversity by generating image foreground and  ... 
arXiv:2107.03166v1 fatcat:h56zxbrqlzdrnpwn7pp5263fcy