Regularized Personalization of Text-to-Image Diffusion Models without Distributional Drift

26 May 2025

Papers citing "Regularized Personalization of Text-to-Image Diffusion Models without Distributional Drift"

50 / 55 papers shown

Title
DreamBlend: Advancing Personalized Fine-tuning of Text-to-Image Diffusion Models Shwetha Ram T. Neiman Qianli Feng Andrew Stuart S. D. Tran Trishul Chilimbi 92 2 0 28 Nov 2024
DreamCache: Finetuning-Free Lightweight Personalized Image Generation via Feature Caching Emanuele Aiello Umberto Michieli D. Valsesia Mete Ozay E. Magli DiffM 80 2 0 26 Nov 2024
DreamSteerer: Enhancing Source Image Conditioned Editability using Personalized Diffusion Models Zhengyang Yu Zhaoyuan Yang Jing Zhang DiffM 62 3 0 15 Oct 2024
Step-by-Step Diffusion: An Elementary Tutorial Preetum Nakkiran Arwen Bradley Hattie Zhou Madhu Advani DiffM 67 9 0 13 Jun 2024
PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction Shangyu Chen Zizheng Pan Jianfei Cai Dinh Q. Phung 65 1 0 09 Jun 2024
Improved Distribution Matching Distillation for Fast Image Synthesis Tianwei Yin Michael Gharbi Taesung Park Richard Zhang Eli Shechtman Frédo Durand William T. Freeman DiffM 92 116 0 23 May 2024
Prompting Hard or Hardly Prompting: Prompt Inversion for Text-to-Image Diffusion Models Shweta Mahajan Tanzila Rahman Kwang Moo Yi Leonid Sigal DiffM 61 20 0 19 Dec 2023
One-step Diffusion with Distribution Matching Distillation Tianwei Yin Michael Gharbi Richard Zhang Eli Shechtman Frédo Durand William T. Freeman Taesung Park DiffM 162 261 0 30 Nov 2023
Adversarial Diffusion Distillation Axel Sauer Dominik Lorenz A. Blattmann Robin Rombach 176 371 0 28 Nov 2023
Kosmos-G: Generating Images in Context with Multimodal Large Language Models Xichen Pan Li Dong Shaohan Huang Zhiliang Peng Wenhu Chen Furu Wei VLM 108 67 0 04 Oct 2023
Subject-Diffusion:Open Domain Personalized Text-to-Image Generation without Test-time Fine-tuning Jiancang Ma Junhao Liang Chen Chen H. Lu 38 151 0 21 Jul 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 198 2,331 0 04 Jul 2023
Norm-guided latent space exploration for text-to-image generation Dvir Samuel Rami Ben-Ari N. Darshan Haggai Maron Gal Chechik DiffM 60 25 0 14 Jun 2023
Controlling Text-to-Image Diffusion by Orthogonal Finetuning Zeju Qiu Wei-yu Liu Haiwen Feng Yuxuan Xue Yao Feng Zhen Liu Dan Zhang Adrian Weller Bernhard Schölkopf DiffM 70 150 0 12 Jun 2023
ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillation Zhengyi Wang Cheng Lu Yikai Wang Fan Bao Chongxuan Li Hang Su Jun Zhu DiffM 153 853 0 25 May 2023
BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and Editing Dongxu Li Junnan Li Steven C. H. Hoi 70 322 0 24 May 2023
Key-Locked Rank One Editing for Text-to-Image Personalization Yoad Tewel Rinon Gal Gal Chechik Yuval Atzmon DiffM 182 170 0 02 May 2023
Generating images of rare concepts using pre-trained diffusion models Dvir Samuel Rami Ben-Ari Simon Raviv N. Darshan Gal Chechik 156 43 0 27 Apr 2023
Delta Denoising Score Amir Hertz Kfir Aberman Daniel Cohen-Or DiffM 68 94 0 14 Apr 2023
Subject-driven Text-to-Image Generation via Apprenticeship Learning Wenhu Chen Hexiang Hu Yandong Li Nataniel Rui Xuhui Jia Ming-Wei Chang William W. Cohen DiffM 79 191 0 01 Apr 2023
SVDiff: Compact Parameter Space for Diffusion Fine-Tuning Ligong Han Yinxiao Li Han Zhang P. Milanfar Dimitris N. Metaxas Feng Yang DiffM 79 281 0 20 Mar 2023
P+: Extended Textual Conditioning in Text-to-Image Generation A. Voynov Qinghao Chu Daniel Cohen-Or Kfir Aberman VLM DiffM 85 185 0 16 Mar 2023
ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image Generation Yuxiang Wei Yabo Zhang Zhilong Ji Jinfeng Bai Lei Zhang W. Zuo DiffM 56 325 0 27 Feb 2023
T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models Chong Mou Xintao Wang Liangbin Xie Yanze Wu Shuai Liu Zhongang Qi Ying Shan Xiaohu Qie DiffM 60 1,010 0 16 Feb 2023
Adding Conditional Control to Text-to-Image Diffusion Models Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 105 4,074 1 10 Feb 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 401 4,527 0 30 Jan 2023
Multi-Concept Customization of Text-to-Image Diffusion Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 122 866 0 08 Dec 2022
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 118 294 0 09 Nov 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 139 3,420 0 16 Oct 2022
DreamFusion: Text-to-3D using 2D Diffusion Ben Poole Ajay Jain Jonathan T. Barron B. Mildenhall 124 2,394 0 29 Sep 2022
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 247 2,832 0 25 Aug 2022
Understanding Diffusion Models: A Unified Perspective Calvin Luo DiffM 77 341 0 25 Aug 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Rinon Gal Yuval Alaluf Yuval Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 107 1,862 0 02 Aug 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 150 3,858 0 26 Jul 2022
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 160 1,952 0 01 Jun 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 360 5,978 0 23 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 348 6,830 0 13 Apr 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 213 1,330 0 10 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 498 4,324 0 28 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 361 15,373 0 20 Dec 2021
Faster Deep Reinforcement Learning with Slower Online Network Kavosh Asadi Rasool Fakoor Omer Gottesman Taesup Kim Michael L. Littman Alexander J. Smola OnRL 25 7 0 10 Dec 2021
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 206 1,422 0 03 Nov 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 181 7,765 0 11 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 611 6,029 0 29 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 818 29,167 0 26 Feb 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 293 3,648 0 18 Feb 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 294 6,409 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 213 7,294 0 06 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 505 17,888 0 19 Jun 2020
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 213 3,870 0 12 Jul 2019