FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention

17 May 2023

William T. Freeman

Song Han

Papers citing "FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention"

50 / 60 papers shown

Title
ShotAdapter: Text-to-Multi-Shot Video Generation with Diffusion Models Ozgur Kara Krishna Kumar Singh Feng Liu Duygu Ceylan James M. Rehg Tobias Hinz DiffM VGen 41 0 0 12 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 28 0 0 11 May 2025
PIDiff: Image Customization for Personalized Identities with Diffusion Models Jinyu Gu Haipeng Liu M. Y. Wang Yijiao Wang 68 0 0 08 May 2025
VSC: Visual Search Compositional Text-to-Image Diffusion Model Do Huu Dat Nam Hyeonu Po Yuan Mao Tae-Hyun Oh DiffM CoGe 69 0 0 02 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 49 0 0 23 Apr 2025
Meta-LoRA: Meta-Learning LoRA Components for Domain-Aware ID Personalization Barış Batuhan Topal Umut Özyurt Zafer Doğan Budak Ramazan Gokberk Cinbis 55 0 0 28 Mar 2025
FaceID-6M: A Large-Scale, Open-Source FaceID Customization Dataset Shuhe Wang Xiaoya Li Jiwei Li G. Wang Xiaofei Sun ... Han Qiu Mo Yu Shengjie Shen Tianwei Zhang Eduard H. Hovy VLM 63 0 0 10 Mar 2025
DynamicID: Zero-Shot Multi-ID Image Personalization with Flexible Facial Editability Xirui Hu Jiahao Wang Hao Chen Weizhan Zhang Benqi Wang Yangfu Li Haishun Nan DiffM 67 0 0 09 Mar 2025
K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs Ziheng Ouyang Zhen Li Qibin Hou MoMe OffRL 139 2 0 25 Feb 2025
DP-Adapter: Dual-Pathway Adapter for Boosting Fidelity and Text Consistency in Customizable Human Image Generation Ye Wang Xuping Xie Lanjun Wang Zili Yi Rui Ma DiffM 97 0 0 21 Feb 2025
Turn That Frown Upside Down: FaceID Customization via Cross-Training Data Shuhe Wang Xiaoya Li Xiaofei Sun G. Wang Tianwei Zhang Jiwei Li Eduard H. Hovy 38 0 0 28 Jan 2025
ComposeAnyone: Controllable Layout-to-Human Generation with Decoupled Multimodal Conditions Shiyue Zhang Zheng Chong Xi Lu Wenqing Zhang Haoxiang Li Xujie Zhang Jiehui Huang Xiao Dong Xiaodan Liang DiffM 42 0 0 21 Jan 2025
Multi-subject Open-set Personalization in Video Generation Tsai-Shien Chen Aliaksandr Siarohin Willi Menapace Yuwei Fang Kwot Sin Lee Ivan Skorokhodov Kfir Aberman Jun-Yan Zhu Ming Yang Sergey Tulyakov DiffM VGen 69 7 0 10 Jan 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 45 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 78 6 0 03 Jan 2025
ConsistentID: Portrait Generation with Multimodal Fine-Grained Identity Preserving Jiehui Huang Xiao Dong Wenhui Song Zheng Chong Zhiqiang Zhang ... Long Chen Hanhui Li Yiqiang Yan Shengcai Liao Xiaodan Liang DiffM 50 19 0 31 Dec 2024
F-Bench: Rethinking Human Preference Evaluation Metrics for Benchmarking Face Generation, Customization, and Restoration Lu Liu Huiyu Duan Qiang Hu Liu Yang Chunlei Cai Tianxiao Ye Huayu Liu Xiaoyun Zhang Guangtao Zhai EGVM 99 1 0 17 Dec 2024
SerialGen: Personalized Image Generation by First Standardization Then Personalization Cong Xie Han Zou Ruiqi Yu Yan Zhang Zhenpeng Zhan 72 1 0 02 Dec 2024
DreamVideo-2: Zero-Shot Subject-Driven Video Customization with Precise Motion Control Yujie Wei Shiwei Zhang Hangjie Yuan Xiang Wang Haonan Qiu ... F. Liu Zhizhong Huang Jiaxin Ye Yingya Zhang Hongming Shan DiffM VGen 72 14 0 17 Oct 2024
MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models Donghao Zhou Jiancheng Huang J. Bai Jiaze Wang Hao Chen Guangyong Chen Xiaowei Hu Pheng Ann Heng 47 5 0 17 Oct 2024
Resolving Multi-Condition Confusion for Finetuning-Free Personalized Image Generation Qihan Huang Siming Fu Jinlong Liu Hao Jiang Yipeng Yu Jie Song 39 5 0 26 Sep 2024
GroundingBooth: Grounding Text-to-Image Customization Zhexiao Xiong Wei Xiong Jing Shi He Zhang Yizhi Song Nathan Jacobs DiffM 62 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 52 5 0 09 Sep 2024
Vec2Face: Scaling Face Dataset Generation with Loosely Constrained Vectors Haiyu Wu Jaskirat Singh Sicong Tian Liang Zheng Kevin W. Bowyer CVBM 44 3 0 04 Sep 2024
GenArtist: Multimodal LLM as an Agent for Unified Image Generation and Editing Zhenyu Wang Aoxue Li Zhenguo Li Xihui Liu MLLM DiffM 53 26 0 08 Jul 2024
Character-Adapter: Prompt-Guided Region Control for High-Fidelity Character Customization Yuhang Ma Wenting Xu Jiji Tang Qinfeng Jin Rongsheng Zhang Zeng Zhao Changjie Fan Zhipeng Hu 46 6 0 24 Jun 2024
DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation Yuang Peng Yuxin Cui Haomiao Tang Zekun Qi Runpei Dong Jing Bai Chunrui Han Zheng Ge Xiangyu Zhang Shu-Tao Xia EGVM 75 31 0 24 Jun 2024
MS-Diffusion: Multi-subject Zero-shot Image Personalization with Layout Guidance X. Wang Siming Fu Qihan Huang Wanggui He Hao Jiang DiffM 48 41 0 11 Jun 2024
AttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image Generation Lianyu Pang Jian Yin Baoquan Zhao Feize Wu Fu Lee Wang Qing Li Xudong Mao DiffM 49 1 0 07 Jun 2024
X-VILA: Cross-Modality Alignment for Large Language Model Hanrong Ye De-An Huang Yao Lu Zhiding Yu Ming-Yu Liu ... Jan Kautz Song Han Dan Xu Pavlo Molchanov Hongxu Yin MLLM VLM 45 30 0 29 May 2024
I2VEdit: First-Frame-Guided Video Editing via Image-to-Video Diffusion Models Wenqi Ouyang Yi Dong Lei Yang Jianlou Si Xingang Pan VGen DiffM 49 11 0 26 May 2024
Personalized Residuals for Concept-Driven Text-to-Image Generation Cusuh Ham Matthew Fisher James Hays Nicholas I. Kolkin Yuchen Liu Richard Y. Zhang Tobias Hinz DiffM 50 7 0 21 May 2024
Face Adapter for Pre-Trained Diffusion Models with Fine-Grained ID and Attribute Control Yue Han Junwei Zhu Keke He Xu Chen Yanhao Ge Wei Li Xiangtai Li Jiangning Zhang Chengjie Wang Yong Liu DiffM 54 25 0 21 May 2024
A Survey on Personalized Content Synthesis with Diffusion Models Xu-Lu Zhang Xiao Wei Wengyu Zhang Jinlin Wu Zhaoxiang Zhang Zhen Lei Qing Li Zhen Lei Qing Li EGVM 143 19 0 09 May 2024
CharacterFactory: Sampling Consistent Characters with GANs for Diffusion Models Qinghe Wang Baolu Li Xiaomin Li Bing Cao Liqian Ma Huchuan Lu Xu Jia DiffM 42 6 0 24 Apr 2024
ID-Aligner: Enhancing Identity-Preserving Text-to-Image Generation with Reward Feedback Learning Weifeng Chen Jiacheng Zhang Jie Wu Hefeng Wu Xuefeng Xiao Liang Lin 47 12 0 23 Apr 2024
Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions S. A. Baumann Felix Krause Michael Neumayr Nick Stracke Vincent Tao Hu Bjorn Ommer Björn Ommer DiffM LM&Ro 70 11 0 25 Mar 2024
OSTAF: A One-Shot Tuning Method for Improved Attribute-Focused T2I Personalization Ye Wang Zili Yi Rui Ma DiffM 36 0 0 17 Mar 2024
PFStorer: Personalized Face Restoration and Super-Resolution Tuomas Varanka Tapani Toivonen Soumya Tripathy Guoying Zhao Erman Acar DiffM 39 2 0 13 Mar 2024
Face2Diffusion for Fast and Editable Face Personalization Kaede Shiohara Toshihiko Yamasaki DiffM 19 11 0 08 Mar 2024
TIP-Editor: An Accurate 3D Editor Following Both Text-Prompts And Image-Prompts Jingyu Zhuang Di Kang Yan-Pei Cao Guanbin Li Liang Lin Ying Shan DiffM 3DGS 50 38 0 26 Jan 2024
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion Wei Li Xue Xu Jiachen Liu Xinyan Xiao 25 5 0 24 Jan 2024
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding Zhen Li Mingdeng Cao Xintao Wang Zhongang Qi Ming-Ming Cheng Ying Shan DiffM 60 189 0 07 Dec 2023
DreamVideo: Composing Your Dream Videos with Customized Subject and Motion Yujie Wei Shiwei Zhang Zhiwu Qing Hangjie Yuan Zhiheng Liu Yu Liu Yingya Zhang Jingren Zhou Hongming Shan DiffM VGen 19 89 0 07 Dec 2023
DemoCaricature: Democratising Caricature Generation with a Rough Sketch Dar-Yen Chen A. Bhunia Subhadeep Koley Aneeshan Sain Pinaki Nath Chowdhury Yi-Zhe Song 26 8 0 07 Dec 2023
Make-A-Storyboard: A General Framework for Storyboard with Disentangled and Merged Control Sitong Su Litao Guo Lianli Gao Hengtao Shen Jingkuan Song DiffM 35 3 0 06 Dec 2023
FaceStudio: Put Your Face Everywhere in Seconds Yuxuan Yan C. Zhang Rui Wang Yichao Zhou Gege Zhang Pei Cheng Gang Yu Bin-Bin Fu DiffM 35 40 0 05 Dec 2023
StoryGPT-V: Large Language Models as Consistent Story Visualizers Xiaoqian Shen Mohamed Elhoseiny VLM 101 10 0 04 Dec 2023
KV Inversion: KV Embeddings Learning for Text-Conditioned Real Image Action Editing Jiarui Yao Yifan Liu Simon S. Du Shifeng Chen DiffM 24 24 0 28 Sep 2023
FEC: Three Finetuning-free Methods to Enhance Consistency for Real Image Editing Songyan Chen Jiancheng Huang DiffM 32 13 0 26 Sep 2023