Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think

Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think

27 February 2025

ArXiv (abs)PDF HTML HuggingFace (28 upvotes)

Papers citing "Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think"

12 / 12 papers shown

Title
LaTo: Landmark-tokenized Diffusion Transformer for Fine-grained Human Face Editing Zhenghao Zhang Ziying Zhang Junchao Liao Xiangyu Meng Qiang Hu Siyu Zhu Xiaoyun Zhang Long Qin Weizhi Wang 44 0 0 30 Sep 2025
Query-Kontext: An Unified Multimodal Model for Image Generation and Editing Yuxin Song Wenkai Dong Shizun Wang Qi Zhang Song Xue ... H. Yang Haocheng Feng Hang Zhou Xinyan Xiao Jingdong Wang DiffM MLLM 45 0 0 30 Sep 2025
Does FLUX Already Know How to Perform Physically Plausible Image Composition? Shilin Lu Zhuming Lian Zihan Zhou Shaocong Zhang Chen Zhao A. Kong 77 9 0 25 Sep 2025
SeedEdit 3.0: Fast and High-Quality Generative Image Editing Peng Wang Yichun Shi Xiaochen Lian Zhonghua Zhai Xin Xia Xuefeng Xiao Weilin Huang Jianchao Yang 248 14 0 05 Jun 2025
Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model Qingyu Shi Jinbin Bai Zhuoran Zhao Wenhao Chai Kaidong Yu ... Shuangyong Song Yunhai Tong Xiangtai Li X. Li Shuicheng Yan 189 11 0 29 May 2025
Enhancing Text-to-Image Diffusion Transformer via Split-Text Conditioning Yu Zhang Jialei Zhou Xinchen Li Tao Gui Zhongwei Wan Tianyu Wang Duoqian Miao Changwei Wang LongBing Cao DiffM 173 4 0 25 May 2025
Step1X-Edit: A Practical Framework for General Image Editing Shixuan Liu Yucheng Han Peng Xing Fukun Yin Rui Wang ... Yibo Zhu Binxing Jiao Wei Wei Gang Yu Daxin Jiang DiffM 561 104 0 24 Apr 2025
Science-T2I: Addressing Scientific Illusions in Image SynthesisComputer Vision and Pattern Recognition (CVPR), 2025 Jialuo Li Wenhao Chai Xingyu Fu Haiyang Xu Saining Xie MedIm 150 5 0 17 Apr 2025
GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation Zhiyuan Yan Junyan Ye Weijia Li Zilong Huang Shenghai Yuan Xiangyang He Kaiqing Lin Jun-Jian He Conghui He Lichao Sun MLLM EGVM 312 45 0 03 Apr 2025
DiffPO: Diffusion-styled Preference Optimization for Efficient Inference-Time Alignment of Large Language Models Ruizhe Chen Wenhao Chai Zhifei Yang Xiaotian Zhang Qiufeng Wang Tony Q.S. Quek Soujanya Poria Zuozhu Liu 266 2 0 06 Mar 2025
FairT2I: Mitigating Social Bias in Text-to-Image Generation via Large Language Model-Assisted Detection and Attribute Rebalancing Jinya Sakurai Issei Sato 269 3 0 06 Feb 2025
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 382 535 0 16 May 2024

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