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 / 52 papers shown

Title
PIDiff: Image Customization for Personalized Identities with Diffusion Models Jinyu Gu Haipeng Liu M. Y. Wang Y. Wang 61 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 57 0 0 02 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 44 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 45 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 Y. Li Haishun Nan DiffM 62 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 107 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 89 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 40 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 35 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 70 6 0 03 Jan 2025
ConsistentID: Portrait Generation with Multimodal Fine-Grained Identity Preserving Jiehui Huang Xiao Dong Wenhui Song Zheng Chong Jun Zhou ... 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 97 1 0 17 Dec 2024
SerialGen: Personalized Image Generation by First Standardization Then Personalization Cong Xie Han Zou Ruiqi Yu Yan Zhang Zhenpeng Zhan 64 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
Resolving Multi-Condition Confusion for Finetuning-Free Personalized Image Generation Qihan Huang Siming Fu Jinlong Liu Hao Jiang Yipeng Yu Jie Song 29 5 0 26 Sep 2024
GroundingBooth: Grounding Text-to-Image Customization Zhexiao Xiong Wei Xiong Jing Shi He Zhang Yizhi Song Nathan Jacobs DiffM 52 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 36 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 42 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 41 25 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 29 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 36 41 0 11 Jun 2024
X-VILA: Cross-Modality Alignment for Large Language Model Hanrong Ye De-An Huang Yao Lu Zhiding Yu Wei Ping ... Jan Kautz Song Han Dan Xu Pavlo Molchanov Hongxu Yin MLLM VLM 40 29 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 39 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 42 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 45 26 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 133 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 40 6 0 24 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 68 11 0 25 Mar 2024
PFStorer: Personalized Face Restoration and Super-Resolution Tuomas Varanka Tapani Toivonen Soumya Tripathy Guoying Zhao Erman Acar DiffM 34 2 0 13 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 30 38 0 26 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 39 188 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 11 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 18 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 33 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 24 39 0 05 Dec 2023
StoryGPT-V: Large Language Models as Consistent Story Visualizers Xiaoqian Shen Mohamed Elhoseiny VLM 90 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 16 24 0 28 Sep 2023
FEC: Three Finetuning-free Methods to Enhance Consistency for Real Image Editing Songyan Chen Jiancheng Huang DiffM 24 13 0 26 Sep 2023
My Art My Choice: Adversarial Protection Against Unruly AI Anthony Rhodes Ram Bhagat U. Ciftci Ilke Demir DiffM 38 4 0 06 Sep 2023
AnyDoor: Zero-shot Object-level Image Customization Xi Chen Lianghua Huang Yu Liu Yujun Shen Deli Zhao Hengshuang Zhao DiffM 24 256 0 18 Jul 2023
Expressive Text-to-Image Generation with Rich Text Songwei Ge Taesung Park Jun-Yan Zhu Jia-Bin Huang DiffM 77 79 0 13 Apr 2023
InstantBooth: Personalized Text-to-Image Generation without Test-Time Finetuning Jing Shi Wei Xiong Zhe-nan Lin H. J. Jung DiffM 119 278 0 06 Apr 2023
StyleDiffusion: Prompt-Embedding Inversion for Text-Based Editing Senmao Li Joost van de Weijer Taihang Hu F. Khan Qibin Hou Yaxing Wang Jian Yang DiffM 29 52 0 28 Mar 2023
Collage Diffusion Vishnu Sarukkai Linden Li Arden Ma Christopher Ré Kayvon Fatahalian DiffM 15 23 0 01 Mar 2023
Muse: Text-To-Image Generation via Masked Generative Transformers Huiwen Chang Han Zhang Jarred Barber AJ Maschinot José Lezama ... Kevin Patrick Murphy William T. Freeman Michael Rubinstein Yuanzhen Li Dilip Krishnan DiffM 197 518 0 02 Jan 2023
Instance-Conditioned GAN Arantxa Casanova Marlene Careil Jakob Verbeek M. Drozdzal Adriana Romero Soriano GAN 199 132 0 10 Sep 2021