MS-Diffusion: Multi-subject Zero-shot Image Personalization with Layout Guidance

11 June 2024

X. Wang

Siming Fu

Qihan Huang

Wanggui He

Hao Jiang

DiffM

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Papers citing "MS-Diffusion: Multi-subject Zero-shot Image Personalization with Layout Guidance"

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Title
BridgeIV: Bridging Customized Image and Video Generation through Test-Time Autoregressive Identity Propagation Panwen Hu Jiehui Huang Qiang Sun Xiaodan Liang DiffM VGen 28 0 0 11 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities X. Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 74 0 0 05 May 2025
MUSAR: Exploring Multi-Subject Customization from Single-Subject Dataset via Attention Routing Zinan Guo Pengze Zhang Yanze Wu Chong Mou Songtao Zhao Qian He 30 0 0 05 May 2025
DreamO: A Unified Framework for Image Customization Chong Mou Yanze Wu Wenxu Wu Zinan Guo Pengze Zhang ... Shaojin Wu S. Zhao Jian Andrew Zhang Qian He Xinglong Wu 49 0 0 23 Apr 2025
FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image Generation Zebin Yao Lei Ren Huixing Jiang Chen Wei Xiaojie Wang Ruifan Li Fangxiang Feng DiffM 76 0 0 22 Apr 2025
Flux Already Knows -- Activating Subject-Driven Image Generation without Training Hao Kang Stathi Fotiadis Liming Jiang Qing Yan Yumin Jia Zichuan Liu Min Jin Chong Xin Lu 37 0 0 12 Apr 2025
FlexIP: Dynamic Control of Preservation and Personality for Customized Image Generation Linyan Huang Haonan Lin Yanning Zhou Kaiwen Xiao 44 0 0 10 Apr 2025
Less-to-More Generalization: Unlocking More Controllability by In-Context Generation Shaojin Wu Mengqi Huang Wenxu Wu Yufeng Cheng Fei Ding Qian He DiffM 55 4 0 02 Apr 2025
Consistent Subject Generation via Contrastive Instantiated Concepts Lee Hsin-Ying Kelvin Chan Ming Yang DiffM 95 0 0 31 Mar 2025
TF-TI2I: Training-Free Text-and-Image-to-Image Generation via Multi-Modal Implicit-Context Learning in Text-to-Image Models Teng-Fang Hsiao Bo-Kai Ruan Yi-Lun Wu Tzu-Ling Lin Hong-Han Shuai VLM 50 0 0 19 Mar 2025
Personalize Anything for Free with Diffusion Transformer Haoran Feng Zehuan Huang Lin Li Hairong Lv Lu Sheng DiffM 81 1 0 16 Mar 2025
CINEMA: Coherent Multi-Subject Video Generation via MLLM-Based Guidance Yufan Deng Xun Guo Y. Wang Jacob Zhiyuan Fang Angtian Wang Shenghai Yuan Yiding Yang Bo Liu Haibin Huang Chongyang Ma DiffM VGen 64 0 0 13 Mar 2025
MoEdit: On Learning Quantity Perception for Multi-object Image Editing Yanfeng Li Kahou Chan Yue Sun C. Lam Tong Tong Zitong Yu Keren Fu Xiaohong Liu Tao Tan DiffM 38 0 0 13 Mar 2025
RealGeneral: Unifying Visual Generation via Temporal In-Context Learning with Video Models Yijing Lin Mengqi Huang Shuhan Zhuang Zhendong Mao VGen 45 0 0 13 Mar 2025
Unified Dense Prediction of Video Diffusion Lehan Yang Lu Qi X. Li Sheng Li Varun Jampani Ming Yang MDE VOS VGen 58 0 0 12 Mar 2025
InteractEdit: Zero-Shot Editing of Human-Object Interactions in Images Jiun Tian Hoe Weipeng Hu Wei Zhou Chao Xie Ziwei Wang Chee Seng Chan Xudong Jiang Y. Tan 61 0 0 12 Mar 2025
LatexBlend: Scaling Multi-concept Customized Generation with Latent Textual Blending Jian Jin Zhenbo Yu Yang Shen Zhenyong Fu Jian Yang DiffM 63 0 0 10 Mar 2025
Personalized Generation In Large Model Era: A Survey Yiyan Xu Jinghao Zhang Alireza Salemi Xinting Hu W. Wang Fuli Feng Hamed Zamani Xiangnan He Tat-Seng Chua 3DV 79 2 0 04 Mar 2025
ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation Yifan Pu Yiming Zhao Zhicong Tang Ruihong Yin Haoxing Ye ... Ji Li Xiu Li Z. Lian Gao Huang Baining Guo DiffM 62 1 0 25 Feb 2025
CustomVideoX: 3D Reference Attention Driven Dynamic Adaptation for Zero-Shot Customized Video Diffusion Transformers D. She Mushui Liu Jingxuan Pang Jin Wang Zhen Yang ... Yi Wang Qihan Huang Haobin Tang Yunlong Yu Siming Fu VGen 96 4 0 21 Feb 2025
ConceptMaster: Multi-Concept Video Customization on Diffusion Transformer Models Without Test-Time Tuning Yuzhou Huang Ziyang Yuan Quande Liu Qiulin Wang Xintao Wang Ruimao Zhang Pengfei Wan Di Zhang Kun Gai VGen DiffM 37 10 0 08 Jan 2025
RealCustom++: Representing Images as Real-Word for Real-Time Customization Zhendong Mao Mengqi Huang Fei Ding Mingcong Liu Qian He Xiaojun Chang DiffM 72 6 0 03 Jan 2025
T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts Ziwei Huang Wanggui He Quanyu Long Yandi Wang Haoyuan Li ... Fangxun Shu Long Chen Hao Jiang Leilei Gan Fei Wu EGVM 187 3 0 05 Dec 2024
Large-Scale Text-to-Image Model with Inpainting is a Zero-Shot Subject-Driven Image Generator Chaehun Shin Jooyoung Choi Heeseung Kim Sungroh Yoon DiffM 87 8 0 23 Nov 2024
LocRef-Diffusion:Tuning-Free Layout and Appearance-Guided Generation Fan Deng Yaguang Wu Xinyang Yu Xiangjun Huang Jian Yang Guangyu Yan Qiang Xu DiffM 83 0 0 22 Nov 2024
Region-Aware Text-to-Image Generation via Hard Binding and Soft Refinement Zhennan Chen Yajie Li Haofan Wang Z. Chen Zhengkai Jiang Jun Yu Li Qian Wang Jian Yang Ying Tai DiffM 49 8 0 10 Nov 2024
Training-free Regional Prompting for Diffusion Transformers Anthony Chen Jianjin Xu Wenzhao Zheng Gaole Dai Y. Wang Renrui Zhang Haofan Wang Shanghang Zhang VLM 40 2 0 04 Nov 2024
OmniBooth: Learning Latent Control for Image Synthesis with Multi-modal Instruction Leheng Li Weichao Qiu Xu Yan Jing He Kaiqiang Zhou Yingjie Cai Qing Lian Bingbing Liu Ying-Cong Chen SyDa DiffM 39 1 0 07 Oct 2024
OmniGen: Unified Image Generation Shitao Xiao Yueze Wang Junjie Zhou Huaying Yuan Xingrun Xing Ruiran Yan Shuting Wang Tiejun Huang Zheng Liu DiffM VLM SyDa 54 62 0 17 Sep 2024
GroundingBooth: Grounding Text-to-Image Customization Zhexiao Xiong Wei Xiong Jing Shi He Zhang Yizhi Song Nathan Jacobs DiffM 59 6 0 13 Sep 2024
CustomContrast: A Multilevel Contrastive Perspective For Subject-Driven Text-to-Image Customization Nan Chen Mengqi Huang Zhuowei Chen Yang Zheng Lei Zhang Zhendong Mao DiffM 49 5 0 09 Sep 2024
CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Models Zheng Chong Xiao Dong Haoxiang Li Shiyue Zhang Wenqing Zhang Xujie Zhang Hanqing Zhao D. Jiang Xiaodan Liang DiffM 50 17 0 21 Jul 2024
MM-Diff: High-Fidelity Image Personalization via Multi-Modal Condition Integration Zhichao Wei Qingkun Su Long Qin Weizhi Wang DiffM 39 6 0 22 Mar 2024
Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion Anton Razzhigaev Arseniy Shakhmatov Anastasia Maltseva V.Ya. Arkhipkin Igor Pavlov Ilya Ryabov Angelina Kuts Alexander Panchenko Andrey Kuznetsov Denis Dimitrov 45 78 0 05 Oct 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 270 4,229 0 30 Jan 2023
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 314 5,775 0 29 Apr 2021