LayoutDiffusion: Controllable Diffusion Model for Layout-to-Image Generation
Guangcong Zheng, Xianpan Zhou, Xuewei Li, Zhongang Qi, Ying Shan, Xi Li
2023年份
114顶会引用
摘要
a) layout-guided vs. text-guided image generation for diffusion model (b) Image-Layout Fusion in a unified space * Equal contribution. † Corresponding author. ing for precisely controlling the spatial related information. Extensive experiments show that our LayoutDiffusion outperforms the previous SOTA methods on FID, CAS by relatively 46.35%, 26.70% on COCO-stuff and 44.29%, 41.82%
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引用它的顶会 Paper114
- CreativeConnect: Supporting Reference Recombination for Graphic Design Ideation with Generative AIDaEun Choi, Sumin Hong, Jeongeon Park, John Joon Young Chung 等CHI 2024 · 被引用 116 次
- Elucidating the Exposure Bias in Diffusion ModelsMang Ning, Mingxiao Li, Jianlin Su, Albert Ali Salah 等ICLR 2024 · 被引用 95 次
- LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image GenerationLeigang Qu, Shengqiong Wu, Hao Fei, Liqiang Nie 等ACM MM 2023 · 被引用 91 次
- LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed PromptsHanan Gani, Shariq Farooq Bhat, Muzammal Naseer, Salman Khan 等ICLR 2024 · 被引用 61 次
- HiCo: Hierarchical Controllable Diffusion Model for Layout-to-image GenerationBo Cheng, Yuhang Ma, Liebucha Wu, Shanyuan Liu 等NeurIPS 2024 · 被引用 53 次
它引用的顶会 Paper15
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 被引用 35,902 次
- Diffusion Models Beat GANs on Image SynthesisPrafulla Dhariwal, Alexander Quinn NicholNeurIPS 2021 · 被引用 13,211 次
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser 等CVPR 2022 · 被引用 13,123 次
- Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingChitwan Saharia, William Chan, Saurabh Saxena, Lala Li 等NeurIPS 2022 · 被引用 8,965 次
- Improved Denoising Diffusion Probabilistic ModelsAlexander Quinn Nichol, Prafulla DhariwalICML 2021 · 被引用 5,234 次
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