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Normalized Attention Guidance: Universal Negative Guidance for Diffusion Models

27 May 2025

Dar-Yen Chen

Hmrishav Bandyopadhyay

Kai Zou

Yi-Zhe Song

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Papers citing "Normalized Attention Guidance: Universal Negative Guidance for Diffusion Models"

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Title
CFG-Zero*: Improved Classifier-Free Guidance for Flow Matching Models Weichen Fan Amber Yijia Zheng Raymond A. Yeh Ziwei Liu 80 2 0 24 Mar 2025
SANA-Sprint: One-Step Diffusion with Continuous-Time Consistency Distillation Junsong Chen Shuchen Xue Yuyang Zhao Jincheng Yu Sayak Paul Junyu Chen Han Cai Enze Xie Enze Xie VLM 143 10 0 12 Mar 2025
SNOOPI: Supercharged One-step Diffusion Distillation with Proper Guidance Viet-Anh Nguyen A. Nguyen T. Dao K. Nguyen Cuong Pham Toan M. Tran Anh Tran DiffM 124 2 0 03 Dec 2024
Rectified Diffusion Guidance for Conditional Generation Mengfei Xia Nan Xue Yujun Shen Ran Yi Tieliang Gong Yang Liu DiffM 70 6 0 24 Oct 2024
Scaling Laws For Diffusion Transformers Zhengyang Liang Hao He Ceyuan Yang Bo Dai 89 13 0 10 Oct 2024
Eliminating Oversaturation and Artifacts of High Guidance Scales in Diffusion Models Seyedmorteza Sadat Otmar Hilliges Romann M. Weber DiffM 41 13 0 03 Oct 2024
Playground v3: Improving Text-to-Image Alignment with Deep-Fusion Large Language Models Bingchen Liu Ehsan Akhgari Alexander Visheratin Aleks Kamko Linmiao Xu Shivam Shrirao Joao Souza Suhail Doshi Daiqing Li Daiqing Li DiffM MLLM 83 59 0 16 Sep 2024
SwiftBrush v2: Make Your One-step Diffusion Model Better Than Its Teacher T. Dao Thuan Hoang Nguyen T. Le D. Vu Khoi Nguyen Cuong Pham Anh Tran DiffM 87 19 0 26 Aug 2024
CFG++: Manifold-constrained Classifier Free Guidance for Diffusion Models Hyungjin Chung Jeongsol Kim Geon Yeong Park Hyelin Nam Jong Chul Ye DiffM 75 35 0 12 Jun 2024
Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT Le Zhuo Ruoyi Du Han Xiao Yangguang Li Dongyang Liu ... Wanli Ouyang Ziwei Liu Ping Luo Hongsheng Li Peng Gao 96 58 0 05 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 122 127 0 23 May 2024
Hyper-SD: Trajectory Segmented Consistency Model for Efficient Image Synthesis Yuxi Ren Xin Xia Yanzuo Lu Jiacheng Zhang Jie Wu Pan Xie Xing Wang Xuefeng Xiao 119 77 0 21 Apr 2024
Self-Rectifying Diffusion Sampling with Perturbed-Attention Guidance Donghoon Ahn Hyoungwon Cho Jaewon Min Wooseok Jang Jungwoo Kim SeonHwa Kim Hyun Hee Park Kyong Hwan Jin Seungryong Kim DiffM 54 35 0 26 Mar 2024
Fast High-Resolution Image Synthesis with Latent Adversarial Diffusion Distillation Axel Sauer Frederic Boesel Tim Dockhorn A. Blattmann Patrick Esser Robin Rombach DiffM 99 131 0 18 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
Trajectory Consistency Distillation: Improved Latent Consistency Distillation by Semi-Linear Consistency Function with Trajectory Mapping Jianbin Zheng Minghui Hu Zhongyi Fan Chaoyue Wang Changxing Ding Dacheng Tao Tat-Jen Cham 99 30 0 29 Feb 2024
Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation Daiqing Li Aleks Kamko Ehsan Akhgari Ali Sabet Linmiao Xu Suhail Doshi 69 109 0 27 Feb 2024
SDXL-Lightning: Progressive Adversarial Diffusion Distillation Shanchuan Lin Anran Wang Xiao Yang 76 132 0 21 Feb 2024
SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant Transformers Nanye Ma Mark Goldstein M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden Saining Xie DiffM 118 213 0 16 Jan 2024
Photorealistic Video Generation with Diffusion Models Agrim Gupta Lijun Yu Kihyuk Sohn Xiuye Gu Meera Hahn Fei-Fei Li Irfan Essa Lu Jiang José Lezama VGen 102 200 0 11 Dec 2023
Characteristic Guidance: Non-linear Correction for Diffusion Model at Large Guidance Scale Candi Zheng Yuan Lan DiffM 65 6 0 11 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 203 280 0 30 Nov 2023
Adversarial Diffusion Distillation Axel Sauer Dominik Lorenz A. Blattmann Robin Rombach 203 386 0 28 Nov 2023
Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference Simian Luo Yiqin Tan Longbo Huang Jian Li Hang Zhao DiffM 90 476 0 06 Oct 2023
InstaFlow: One Step is Enough for High-Quality Diffusion-Based Text-to-Image Generation Xingchao Liu Xiwen Zhang Jianzhu Ma Jian Peng Qiang Liu 156 223 0 12 Sep 2023
Flow Matching in Latent Space Quan Dao Hao Phung Binh Duc Nguyen Anh Tran 86 74 0 17 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 247 2,440 0 04 Jul 2023
Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation Yuval Kirstain Adam Polyak Uriel Singer Shahbuland Matiana Joe Penna Omer Levy EGVM 217 416 0 02 May 2023
Multisample Flow Matching: Straightening Flows with Minibatch Couplings Aram-Alexandre Pooladian Heli Ben-Hamu Carles Domingo-Enrich Brandon Amos Y. Lipman Ricky T. Q. Chen 116 148 0 28 Apr 2023
Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models A. Blattmann Robin Rombach Huan Ling Tim Dockhorn Seung Wook Kim Sanja Fidler Karsten Kreis 3DGS VGen 203 1,100 0 18 Apr 2023
ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation Jiazheng Xu Xiao Liu Yuchen Wu Yuxuan Tong Qinkai Li Ming Ding Jie Tang Yuxiao Dong 136 408 0 12 Apr 2023
Structure and Content-Guided Video Synthesis with Diffusion Models Patrick Esser Johnathan Chiu Parmida Atighehchian Jonathan Granskog Anastasis Germanidis DiffM VGen 174 537 0 06 Feb 2023
Improving and generalizing flow-based generative models with minibatch optimal transport Alexander Tong Kilian Fatras Nikolay Malkin G. Huguet Yanlei Zhang Jarrid Rector-Brooks Guy Wolf Yoshua Bengio OOD DiffM OT 114 304 0 01 Feb 2023
Scalable Diffusion Models with Transformers William S. Peebles Saining Xie GNN 118 2,418 0 19 Dec 2022
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers Yogesh Balaji Seungjun Nah Xun Huang Arash Vahdat Jiaming Song ... Timo Aila S. Laine Bryan Catanzaro Tero Karras Xuan Li VLM MoE 177 828 0 02 Nov 2022
Flow Matching for Generative Modeling Y. Lipman Ricky T. Q. Chen Heli Ben-Hamu Maximilian Nickel Matt Le OOD 209 1,373 0 06 Oct 2022
Imagen Video: High Definition Video Generation with Diffusion Models Jonathan Ho William Chan Chitwan Saharia Jay Whang Ruiqi Gao ... Diederik P. Kingma Ben Poole Mohammad Norouzi David J. Fleet Tim Salimans VGen 165 1,541 0 05 Oct 2022
Improving Sample Quality of Diffusion Models Using Self-Attention Guidance Susung Hong Gyuseong Lee Wooseok Jang Seung Wook Kim DiffM 92 105 0 03 Oct 2022
Make-A-Video: Text-to-Video Generation without Text-Video Data Uriel Singer Adam Polyak Thomas Hayes Xiaoyue Yin Jie An ... Oron Ashual Oran Gafni Devi Parikh Sonal Gupta Yaniv Taigman DiffM VGen 83 1,428 0 29 Sep 2022
Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow Xingchao Liu Chengyue Gong Qiang Liu OOD 209 1,043 0 07 Sep 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 196 3,963 0 26 Jul 2022
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 215 2,022 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 461 6,067 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 413 6,908 0 13 Apr 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 485 15,734 0 20 Dec 2021
Scaling Vision Transformers Xiaohua Zhai Alexander Kolesnikov N. Houlsby Lucas Beyer ViT 141 1,094 0 08 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 268 7,938 0 11 May 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 967 29,810 0 26 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 353 6,566 0 26 Nov 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 691 18,310 0 19 Jun 2020