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Recently, state-of-the-art text-to-image generation models, such as Flux and Ideogram 2.0, have made significant progress in sentence-level visual text rendering.
Character-aware models improve visual text rendering
Rosanne Liu, Daniel H Garrette, Chitwan Saharia, William Chan, Adam Roberts, Sharan Narang, Irina Blok, R. J. Mical, Mohammad Norouzi, and Noah Constant · 2022
Earlier work this paper cites.
Spatext: Spatio-textual representation for controllable image generation
Omri Avrahami, Thomas Hayes, Oran Gafni, Sonal Gupta, Yaniv Taigman, Devi Parikh, Dani Lischinski, Ohad Fried, and Xi Yin · 2023
Earlier work this paper cites.
Diffute: Universal text editing diffusion model
Haoxing Chen, Zhuoer Xu, Zhangxuan Gu, Jun Lan, Xing Zheng, Yaohui Li, Changhua Meng, Huijia Zhu, and Weiqiang Wang · 2023
Earlier work this paper cites.
Improving diffusion models for scene text editing with dual encoders
Jiabao Ji, Guanhua Zhang, Zhaowen Wang, Bairu Hou, Zhifei Zhang, Brian Price, and Shiyu Chang · 2023
Earlier work this paper cites.
Cole: A hierarchical generation framework for graphic design
Peidong Jia, Chenxuan Li, Zeyu Liu, Yichao Shen, Xingru Chen, Yuhui Yuan, Yinglin Zheng, Dong Chen, Ji Li, Xiaodong Xie, et al · 2023
Earlier work this paper cites.
Gligen: Open-set grounded text-to-image generation
Yuheng Li, Haotian Liu, Qingyang Wu, Fangzhou Mu, Jianwei Yang, Jianfeng Gao, Chunyuan Li, and Yong Jae Lee · 2023
Earlier work this paper cites.
Long Lian, Boyi Li, Adam Yala, and Trevor Darrell · 2023
Earlier work this paper cites.
Designbench: Exploring and benchmarking dall-e 3 for imagining visual design
Kevin Lin, Zhengyuan Yang, Linjie Li, Jianfeng Wang, and Lijuan Wang · 2023
Earlier work this paper cites.
Visual instruction tuning, 2023
Haotian Liu, Chunyuan Li, Qingyang Wu, and Yong Jae Lee · 2023
Earlier work this paper cites.
Glyphdraw: Learning to draw chinese characters in image synthesis models coherently
Jian Ma, Mingjun Zhao, Chen Chen, Ruichen Wang, Di Niu, Haonan Lu, and Xiaodong Lin · 2023
Earlier work this paper cites.
Layoutllm-t2i: Eliciting layout guidance from llm for text-to-image generation
Leigang Qu, Shengqiong Wu, Hao Fei, Liqiang Nie, and Tat-Seng Chua · 2023
Earlier work this paper cites.
Anytext: Multilingual visual text generation and editing
Yuxiang Tuo, Wangmeng Xiang, Jun-Yan He, Yifeng Geng, and Xuansong Xie · 2023
Cited alongside, same era.
Boxdiff: Text-to-image synthesis with training-free box-constrained diffusion
Jinheng Xie, Yuexiang Li, Yawen Huang, Haozhe Liu, Wentian Zhang, Yefeng Zheng, and Mike Zheng Shou · 2023
Cited alongside, same era.
Adding conditional control to text-to-image diffusion models
Lvmin Zhang, Anyi Rao, and Maneesh Agrawala · 2023
Cited alongside, same era.
Layoutdiffusion: Controllable diffusion model for layout-to-image generation
Guangcong Zheng, Xianpan Zhou, Xuewei Li, Zhongang Qi, Ying Shan, and Xi Li · 2023
Cited alongside, same era.
Graphic design with large multimodal model
Yutao Cheng, Zhao Zhang, Maoke Yang, Hui Nie, Chunyuan Li, Xinglong Wu, and Jie Shao · 2024
Cited alongside, same era.
Step-aware preference optimization: Aligning preference with denoising performance at each step
Zhanhao Liang, Yuhui Yuan, Shuyang Gu, Bohan Chen, Tiankai Hang, Ji Li, and Liang Zheng · 2024
Later among the works it cites.
T2i-adapter: Learning adapters to dig out more controllable ability for text-to-image diffusion models
Chong Mou, Xintao Wang, Liangbin Xie, Yanze Wu, Jian Zhang, Zhongang Qi, and Ying Shan · 2024
Later among the works it cites.
Customtext: Customized textual image generation using diffusion models
Shubham Paliwal, Arushi Jain, Monika Sharma, Vikram Jamwal, and Lovekesh Vig · 2024
Later among the works it cites.
Grounded text-to-image synthesis with attention refocusing
Quynh Phung, Songwei Ge, and Jia-Bin Huang · 2024
Later among the works it cites.
Instancediffusion: Instance-level control for image generation
Xudong Wang, Trevor Darrell, Sai Saketh Rambhatla, Rohit Girdhar, and Ishan Misra · 2024
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Scaling rectified flow transformers for high-resolution image synthesis
Patrick Esser, Sumith Kulal, Andreas Blattmann, Rahim Entezari, Jonas Müller, Harry Saini, Yam Levi, Dominik Lorenz, Axel Sauer, Frederic Boesel, et al · 2024
Cited alongside, same era.
OpenCOLE: Towards Reproducible Automatic Graphic Design Generation
Naoto Inoue, Kento Masui, Wataru Shimoda, and Kota Yamaguchi · 2024
Cited alongside, same era.
Multimodal markup document models for graphic design completion
Kotaro Kikuchi, Naoto Inoue, Mayu Otani, Edgar Simo-Serra, and Kota Yamaguchi · 2024
Cited alongside, same era.
Flux.1 model family
Black Forest Labs · 2024
Cited alongside, same era.
Refining text-to-image generation: Towards accurate training-free glyph-enhanced image generation
Sanyam Lakhanpal, Shivang Chopra, Vinija Jain, Aman Chadha, and Man Luo · 2024
Cited alongside, same era.
Empowering backbone models for visual text generation with input granularity control and glyph-aware training
Wenbo Li, Guohao Li, Zhibin Lan, Xue Xu, Wanru Zhuang, Jiachen Liu, Xinyan Xiao, and Jinsong Su · 2024
Cited alongside, same era.
Textdiffuser-2: Unleashing the power of language models for text rendering
Jingye Chen, Yupan Huang, Tengchao Lv, Lei Cui, Qifeng Chen, and Furu Wei
Cited in the paper.
Later among the works it cites.
Diagrammergpt: Generating open-domain, open-platform diagrams via llm planning
Abhay Zala, Han Lin, Jaemin Cho, and Mohit Bansal · 2024
Later among the works it cites.
Transparent image layer diffusion using latent transparency
Lvmin Zhang and Maneesh Agrawala · 2024
Later among the works it cites.
Udifftext: A unified framework for high-quality text synthesis in arbitrary images via character-aware diffusion models
Yiming Zhao and Zhouhui Lian · 2024
Later among the works it cites.
Visual text generation in the wild
Yuanzhi Zhu, Jiawei Liu, Feiyu Gao, Wenyu Liu, Xinggang Wang, Peng Wang, Fei Huang, Cong Yao, and Zhibo Yang · 2024
Later among the works it cites.
Art: Anonymous region transformer for variable multi-layer transparent image generation
Yifan Pu, Yiming Zhao, Zhicong Tang, Ruihong Yin, Haoxing Ye, Yuhui Yuan, Dong Chen, Jianmin Bao, Sirui Zhang, Yanbin Wang, Lin Liang, Lijuan Wang, Ji Li, Xiu Li, Zhouhui Lian, Gao Huang, and Baining Guo · 2025
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