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DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation

Computer Vision and Pattern Recognition (CVPR), 2022

25 August 2022

Nataniel Ruiz

Yuanzhen Li

Varun Jampani

Yael Pritch

Michael Rubinstein

Kfir Aberman

ArXiv (abs)PDF HTML HuggingFace (12 upvotes)

Papers citing "DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation"

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Title
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USO: Unified Style and Subject-Driven Generation via Disentangled and Reward Learning Shaojin Wu Mengqi Huang Yufeng Cheng Wenxu Wu Jiahe Tian Yiming Luo Fei Ding Qian He 116 10 0 26 Aug 2025
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Condition Weaving Meets Expert Modulation: Towards Universal and Controllable Image Generation Guoqing Zhang Xingtong Ge Lu Shi Xin Zhang Muqing Xue Wanru Xu Yigang Cen J. Zhang DiffM 150 0 0 24 Aug 2025
Delta-SVD: Efficient Compression for Personalized Text-to-Image Models Tangyuan Zhang Shangyu Chen Qixiang Chen Jianfei Cai 68 0 0 23 Aug 2025
Styleclone: Face Stylization with Diffusion Based Data Augmentation Neeraj Matiyali Siddharth Srivastava Gaurav Sharma DiffM 80 0 0 23 Aug 2025
UniEM-3M: A Universal Electron Micrograph Dataset for Microstructural Segmentation and Generation Nan Wang Zhiyi Xia Yiming Li Shi Tang Zuxin Fan ... Haoyi Tao X. Cai Guolin Ke Linfeng Zhang Yanhui Hong 104 2 0 22 Aug 2025
MV-RAG: Retrieval Augmented Multiview Diffusion Yosef Dayani Omer Benishu Sagie Benaim 96 0 0 22 Aug 2025
Scaling Group Inference for Diverse and High-Quality Generation Gaurav Parmar Or Patashnik Daniil Ostashev Kuan-Chieh Wang Kfir Aberman Srinivasa Narasimhan Jun-Yan Zhu 136 1 0 21 Aug 2025
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MUSE: Multi-Subject Unified Synthesis via Explicit Layout Semantic Expansion Fei Peng Junqiang Wu Yan Li Tingting Gao Di Zhang Huiyuan Fu DiffM 128 2 0 20 Aug 2025
Single-Reference Text-to-Image Manipulation with Dual Contrastive Denoising Score Syed Muhmmad Israr Feng Zhao DiffM 120 0 0 18 Aug 2025
Leveraging Diffusion Models for Stylization using Multiple Style Images Dan Ruta Abdelaziz Djelouah Raphael Ortiz Christopher Schroers DiffM 95 0 0 18 Aug 2025
MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation Qian Liang Yujia Wu Kuncheng Li Jiwei Wei Shiyuan He Jinyu Guo Ning Xie LRM 101 2 0 15 Aug 2025
SPG: Style-Prompting Guidance for Style-Specific Content Creation Qian Liang Zichong Chen Yang Zhou Hui Huang DiffM 82 0 0 15 Aug 2025
LoRAtorio: An intrinsic approach to LoRA Skill Composition Niki Foteinopoulou Ignas Budvytis Stephan Liwicki MoMe 125 0 0 15 Aug 2025
Match & Choose: Model Selection Framework for Fine-tuning Text-to-Image Diffusion Models Basile Lewandowski Robert Birke Lydia Y. Chen 133 0 0 14 Aug 2025
TweezeEdit: Consistent and Efficient Image Editing with Path Regularization Jianda Mao Kaibo Wang Yang Xiang Kani Chen DiffM 80 1 0 14 Aug 2025
Increasing the Utility of Synthetic Images through Chamfer Guidance Nicola DallÁsen Xiaofeng Zhang Reyhane Askari Hemmat Melissa Hall Jakob Verbeek Adriana Romero Soriano M. Drozdzal 199 1 0 14 Aug 2025
A Segmentation-driven Editing Method for Bolt Defect Augmentation and Detection Yangjie Xiao Ke Zhang Jiacun Wang Xin Sheng Yurong Guo Meijuan Chen Zehua Ren Zhaoye Zheng Zhenbing Zhao 176 0 0 14 Aug 2025
Translation of Text Embedding via Delta Vector to Suppress Strongly Entangled Content in Text-to-Image Diffusion Models Eunseo Koh Seunghoo Hong Tae-Young Kim Simon S. Woo Jae-Pil Heo DiffM 215 0 0 14 Aug 2025
Dual Recursive Feedback on Generation and Appearance Latents for Pose-Robust Text-to-Image Diffusion Jiwon Kim Pureum Kim SeonHwa Kim S. Park Eunju Cha Kyong Hwan Jin 84 0 0 13 Aug 2025
Gen-AFFECT: Generation of Avatar Fine-grained Facial Expressions with Consistent identiTy Hao Yu Rupayan Mallick Margrit Betke Sarah Adel Bargal DiffM 58 0 0 13 Aug 2025
Improving watermelon (Citrullus lanatus) disease classification with generative artificial intelligence (GenAI)-based synthetic and real-field images via a custom EfficientNetV2-L model Nitin Rai Nathan Boyd Gary E. Vallad Arnold W. Schumann MedIm 112 0 0 13 Aug 2025
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A Survey on 3D Gaussian Splatting Applications: Segmentation, Editing, and Generation Shuting He Peilin Ji Yitong Yang Changshuo Wang Jiayi Ji Yinglin Wang Henghui Ding 3DGS 256 8 0 13 Aug 2025
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Per-Query Visual Concept Learning Ori Malca Dvir Samuel Gal Chechik DiffM VLM 86 0 0 12 Aug 2025
RefAdGen: High-Fidelity Advertising Image Generation Yiyun Chen Weikai Yang 98 0 0 12 Aug 2025
Comparison Reveals Commonality: Customized Image Generation through Contrastive Inversion Minseo Kim Minchan Kwon Dongyeun Lee Yunho Jeon Junmo Kim DiffM 68 0 0 11 Aug 2025
Make Your MoVe: Make Your 3D Contents by Adapting Multi-View Diffusion Models to External Editing Weitao Wang Haoran Xu Jun Meng Haoqian Wang DiffM 52 0 0 11 Aug 2025
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Stand-In: A Lightweight and Plug-and-Play Identity Control for Video Generation Bowen Xue Zheng-Peng Duan Qixin Yan Wenjing Wang Hao Liu Chun-Le Guo Chongyi Li Chen Li Jing Lyu DiffM VGen 123 4 0 11 Aug 2025
ShoulderShot: Generating Over-the-Shoulder Dialogue Videos Yuang Zhang Junqi Cheng Haoyu Zhao Jiaxi Gu Fangyuan Zou Zenghui Lu Peng Shu VGen 174 2 0 11 Aug 2025
MAViS: A Multi-Agent Framework for Long-Sequence Video Storytelling Qian Wang Z. Huang Ruoxi Jia P. Debevec Ning Yu DiffM VGen 234 0 0 11 Aug 2025
X2Edit: Revisiting Arbitrary-Instruction Image Editing through Self-Constructed Data and Task-Aware Representation Learning Jian Ma Xujie Zhu Zihao Pan Qirong Peng Xu Guo Chen Chen H. Lu 136 4 0 11 Aug 2025
Cut2Next: Generating Next Shot via In-Context Tuning Jingwen He Hongbo Liu Jiajun Li Ziqi Huang Botian Shi Wanli Ouyang Ziwei Liu VGen 180 5 0 11 Aug 2025
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DCoAR: Deep Concept Injection into Unified Autoregressive Models for Personalized Text-to-Image Generation Fangtai Wu Mushui Liu Weijie He Wanggui He Hao Jiang DiffM 97 0 0 10 Aug 2025
MultiRef: Controllable Image Generation with Multiple Visual References Ruoxi Chen Dongping Chen Siyuan Wu Sinan Wang Shiyun Lang Petr Sushko Gaoyang Jiang Yao Wan Ranjay Krishna DiffM 232 2 0 09 Aug 2025
NEP: Autoregressive Image Editing via Next Editing Token Prediction Huimin Wu Xiaojian Ma Haozhe Zhao Yanpeng Zhao Qing Li DiffM 97 2 0 08 Aug 2025
PoseGen: In-Context LoRA Finetuning for Pose-Controllable Long Human Video Generation Jingxuan He Busheng Su Finn Wong DiffM VGen 68 1 0 07 Aug 2025
Textual Inversion for Efficient Adaptation of Open-Vocabulary Object Detectors Without Forgetting Frank Ruis Gertjan J. Burghouts Hugo Kuijf ObjD VLM 94 0 0 07 Aug 2025
FLUX-Makeup: High-Fidelity, Identity-Consistent, and Robust Makeup Transfer via Diffusion Transformer Jian Zhu Shanyuan Liu Liuzhuozheng Li Yue Gong He Wang ... Liebucha Wu Xiaoyu Wu Dawei Leng Yuhui Yin Yang Xu DiffM 56 0 0 07 Aug 2025