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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
Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis H. Cao Yutong Feng Biao Gong Yijing Tian Yunhong Lu Chuang Liu Bin Wang DiffM VGen 23 1 0 29 May 2025
LoRAShop: Training-Free Multi-Concept Image Generation and Editing with Rectified Flow Transformers Yusuf Dalva Hidir Yesiltepe Pinar Yanardag OffRL 65 0 0 29 May 2025
MAGREF: Masked Guidance for Any-Reference Video Generation Yufan Deng Xun Guo Yuanyang Yin Jacob Zhiyuan Fang Yiding Yang ... Shenghai Yuan Angtian Wang Bo Liu Haibin Huang Chongyang Ma DiffM VGen VOS 73 1 0 29 May 2025
Identity-Preserving Text-to-Image Generation via Dual-Level Feature Decoupling and Expert-Guided Fusion Kewen Chen Xiaobin Hu Wenqi Ren DiffM 31 0 0 28 May 2025
Create Anything Anywhere: Layout-Controllable Personalized Diffusion Model for Multiple Subjects Wei Li Hebei Li Yansong Peng Siying Wu Yueyi Zhang Xiaoyan Sun DiffM 95 0 0 27 May 2025
Be Decisive: Noise-Induced Layouts for Multi-Subject Generation Omer Dahary Yehonathan Cohen Or Patashnik Kfir Aberman Daniel Cohen-Or DiffM 21 0 0 27 May 2025
MMIG-Bench: Towards Comprehensive and Explainable Evaluation of Multi-Modal Image Generation Models Hang Hua Ziyun Zeng Yizhi Song Yunlong Tang Liu He Daniel G. Aliaga Wei Xiong Jiebo Luo EGVM 58 0 0 26 May 2025
CreatiDesign: A Unified Multi-Conditional Diffusion Transformer for Creative Graphic Design H. Zhang Dexiang Hong Maoke Yang Yutao Chen Zhao Zhang Jie Shao Xinglong Wu Zuxuan Wu Yu Jiang DiffM AI4CE 133 0 0 25 May 2025
BridgeIV: Bridging Customized Image and Video Generation through Test-Time Autoregressive Identity Propagation Panwen Hu Jiehui Huang Qiang Sun Xiaodan Liang DiffM VGen 88 0 0 11 May 2025
MUSAR: Exploring Multi-Subject Customization from Single-Subject Dataset via Attention Routing Zinan Guo Pengze Zhang Yanze Wu Chong Mou Mingcong Liu Qian He 66 0 0 05 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Wei Wei Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 290 0 0 05 May 2025
DreamO: A Unified Framework for Image Customization Chong Mou Yanze Wu Wenxu Wu Zinan Guo Pengze Zhang ... Shaojin Wu Songtao Zhao Jian Zhang Qian He Xinglong Wu 131 3 0 23 Apr 2025
FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image Generation Zebin Yao Lujie Niu Huixing Jiang Chen Wei Fangkun Zhao Ruifan Li Fangxiang Feng DiffM 138 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 73 1 0 12 Apr 2025
FlexIP: Dynamic Control of Preservation and Personality for Customized Image Generation Linyan Huang Haonan Lin Yanning Zhou Kaiwen Xiao 94 1 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 104 12 0 02 Apr 2025
Consistent Subject Generation via Contrastive Instantiated Concepts Lee Hsin-Ying Kelvin Chan Ming-Hsuan Yang DiffM 139 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 130 1 0 19 Mar 2025
Personalize Anything for Free with Diffusion Transformer Haoran Feng Zehuan Huang Lin Li Hairong Lv Lu Sheng DiffM 126 5 0 16 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 116 0 0 13 Mar 2025
CINEMA: Coherent Multi-Subject Video Generation via MLLM-Based Guidance Yufan Deng Xun Guo Yanjie Wang Jacob Zhiyuan Fang Angtian Wang Shenghai Yuan Yiding Yang Bo Liu Haibin Huang Chongyang Ma DiffM VGen 136 3 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 93 3 0 13 Mar 2025
Unified Dense Prediction of Video Diffusion Lehan Yang Lu Qi Xianrui Li Sheng Li Varun Jampani Ming-Hsuan Yang MDE VOS VGen 117 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 102 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 96 1 0 10 Mar 2025
Personalized Generation In Large Model Era: A Survey Yiyan Xu Jinghao Zhang Alireza Salemi Xinting Hu Wenjie Wang Fuli Feng Hamed Zamani Xiangnan He Tat-Seng Chua 3DV 149 8 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 Zheng Lian Gao Huang Baining Guo DiffM 108 5 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 208 5 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 125 16 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 143 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 Leilei Gan EGVM 481 4 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 139 12 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 126 0 0 22 Nov 2024
Region-Aware Text-to-Image Generation via Hard Binding and Soft Refinement Zhennan Chen Yajie Li Haofan Wang Zheyu Chen Zhengkai Jiang Jun Yu Li Qian Wang Jian Yang Ying Tai DiffM 88 9 0 10 Nov 2024
Training-free Regional Prompting for Diffusion Transformers Anthony Chen Jianjin Xu Wenzhao Zheng Gaole Dai Yun Wang Renrui Zhang Haofan Wang Shanghang Zhang VLM 95 5 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 75 1 0 07 Oct 2024
OmniGen: Unified Image Generation Shitao Xiao Yueze Wang Yueze Wang Huaying Yuan Xingrun Xing Ruiran Yan Shuting Wang Tiejun Huang Zheng Liu DiffM VLM SyDa 120 87 0 17 Sep 2024
GroundingBooth: Grounding Text-to-Image Customization Zhexiao Xiong Wei Xiong Jing Shi He Zhang Yizhi Song Nathan Jacobs DiffM 118 9 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 106 6 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 112 24 0 21 Jul 2024
MM-Diff: High-Fidelity Image Personalization via Multi-Modal Condition Integration Zhichao Wei Qingkun Su Long Qin Weizhi Wang DiffM 83 6 0 22 Mar 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 288 1,388 0 05 Mar 2024
MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesis Dewei Zhou You Li Fan Ma Zongxin Yang Yi Yang DiffM 60 61 0 08 Feb 2024
$λ$ -ECLIPSE: Multi-Concept Personalized Text-to-Image Diffusion Models by Leveraging CLIP Latent Space Maitreya Patel Sangmin Jung Chitta Baral Yezhou Yang VLM 52 35 0 07 Feb 2024
InstanceDiffusion: Instance-level Control for Image Generation Xudong Wang Trevor Darrell Sai Saketh Rambhatla Rohit Girdhar Ishan Misra VLM DiffM 53 100 0 05 Feb 2024
InstantID: Zero-shot Identity-Preserving Generation in Seconds Qixun Wang Xu Bai Haofan Wang Zekui Qin Anthony Chen Huaxia Li Xu Tang Feng-Long Xie 81 255 0 15 Jan 2024
Instruct-Imagen: Image Generation with Multi-modal Instruction Hexiang Hu Kelvin C. K. Chan Yu-Chuan Su Wenhu Chen Yandong Li ... Xue Ben Boqing Gong William W. Cohen Ming-Wei Chang Xuhui Jia MLLM 111 50 0 03 Jan 2024
SSR-Encoder: Encoding Selective Subject Representation for Subject-Driven Generation Yuxuan Zhang Yiren Song Jiaming Liu Rui Wang Jinpeng Yu ... Huaxia Li Xu Tang Yao Hu Han Pan Zhongliang Jing 80 69 0 26 Dec 2023
Generative Multimodal Models are In-Context Learners Quan-Sen Sun Yufeng Cui Xiaosong Zhang Fan Zhang Qiying Yu ... Yueze Wang Yongming Rao Jingjing Liu Tiejun Huang Xinlong Wang MLLM LRM 151 288 0 20 Dec 2023
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding Zhen Li Mingdeng Cao Xintao Wang Zhongang Qi Ming-Ming Cheng Ying Shan DiffM 101 200 0 07 Dec 2023