Eliminating Oversaturation and Artifacts of High Guidance Scales in Diffusion Models

3 October 2024

Papers citing "Eliminating Oversaturation and Artifacts of High Guidance Scales in Diffusion Models"

46 / 46 papers shown

Title
Gaussian Mixture Flow Matching Models Hansheng Chen Kai Zhang Hao Tan Zexiang Xu Fujun Luan Leonidas Guibas Gordon Wetzstein Sai Bi DiffM 100 2 0 07 Apr 2025
No Training, No Problem: Rethinking Classifier-Free Guidance for Diffusion Models Seyedmorteza Sadat Manuel Kansy Otmar Hilliges Romann M. Weber 58 12 0 02 Jul 2024
Applying Guidance in a Limited Interval Improves Sample and Distribution Quality in Diffusion Models Tuomas Kynkaanniemi M. Aittala Tero Karras S. Laine Timo Aila J. Lehtinen 35 71 0 11 Apr 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 244 1,279 0 05 Mar 2024
SDXL-Lightning: Progressive Adversarial Diffusion Distillation Shanchuan Lin Anran Wang Xiao Yang 51 127 0 21 Feb 2024
PIXART-δ: Fast and Controllable Image Generation with Latent Consistency Models Junsong Chen Yue Wu Simian Luo Enze Xie Sayak Paul Ping Luo Hang Zhao Zhenguo Li VLM 59 81 0 10 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 83 190 0 11 Dec 2023
Characteristic Guidance: Non-linear Correction for Diffusion Model at Large Guidance Scale Candi Zheng Yuan Lan DiffM 57 6 0 11 Dec 2023
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets A. Blattmann Tim Dockhorn Sumith Kulal Daniel Mendelevitch Maciej Kilian ... Zion English Vikram S. Voleti Adam Letts Varun Jampani Robin Rombach VGen 228 1,129 0 25 Nov 2023
CADS: Unleashing the Diversity of Diffusion Models through Condition-Annealed Sampling Seyedmorteza Sadat Jakob Buhmann Derek Bradley Otmar Hilliges Romann M. Weber DiffM 57 44 0 26 Oct 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
Common Diffusion Noise Schedules and Sample Steps are Flawed Shanchuan Lin Bingchen Liu Jiashi Li Xiao Yang DiffM 63 215 0 15 May 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 170 1,062 0 18 Apr 2023
Re-imagine the Negative Prompt Algorithm: Transform 2D Diffusion into 3D, alleviate Janus problem and Beyond Mohammadreza Armandpour A. Sadeghian Huangjie Zheng Amir Sadeghian Mingyuan Zhou DiffM 32 126 0 11 Apr 2023
I $^2$ SB: Image-to-Image Schrödinger Bridge Guan-Horng Liu Arash Vahdat De-An Huang Evangelos A. Theodorou Weili Nie Anima Anandkumar DiffM 57 147 0 12 Feb 2023
UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models Wenliang Zhao Lujia Bai Yongming Rao Jie Zhou Jiwen Lu DiffM 63 216 0 09 Feb 2023
Noise2Music: Text-conditioned Music Generation with Diffusion Models Qingqing Huang Daniel S. Park Tao Wang Timo I. Denk Andy Ly ... Jesse Engel Quoc V. Le William Chan Zhifeng Chen Wei Han MGen DiffM 63 199 0 08 Feb 2023
Simple diffusion: End-to-end diffusion for high resolution images Emiel Hoogeboom Jonathan Heek Tim Salimans 82 259 0 26 Jan 2023
Scalable Diffusion Models with Transformers William S. Peebles Saining Xie GNN 77 2,275 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 150 825 0 02 Nov 2022
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 133 587 0 02 Nov 2022
Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow Xingchao Liu Chengyue Gong Qiang Liu OOD 166 988 0 07 Sep 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 147 3,858 0 26 Jul 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation Jiahui Yu Yuanzhong Xu Jing Yu Koh Thang Luong Gunjan Baid ... Zarana Parekh Xin Li Han Zhang Jason Baldridge Yonghui Wu EGVM 176 1,110 0 22 Jun 2022
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 174 1,403 0 02 Jun 2022
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 156 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 350 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 339 6,830 0 13 Apr 2022
Pseudo Numerical Methods for Diffusion Models on Manifolds Luping Liu Yi Ren Zhijie Lin Zhou Zhao DiffM 90 644 0 20 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 351 15,373 0 20 Dec 2021
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 286 3,582 0 20 Dec 2021
Ethics and Creativity in Computer Vision Negar Rostamzadeh Emily L. Denton Linda Petrini 62 19 0 06 Dec 2021
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 469 1,627 0 10 Nov 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 178 7,765 0 11 May 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 285 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 292 6,409 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 208 7,294 0 06 Oct 2020
DiffWave: A Versatile Diffusion Model for Audio Synthesis Zhifeng Kong Ming-Yu Liu Jiaji Huang Kexin Zhao Bryan Catanzaro DiffM BDL 110 1,449 0 21 Sep 2020
WaveGrad: Estimating Gradients for Waveform Generation Nanxin Chen Yu Zhang Heiga Zen Ron J. Weiss Mohammad Norouzi William Chan DiffM BDL 62 791 0 02 Sep 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 482 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
Improved Precision and Recall Metric for Assessing Generative Models Tuomas Kynkaanniemi Tero Karras S. Laine J. Lehtinen Timo Aila EGVM 95 858 0 15 Apr 2019
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 237 5,381 0 28 Sep 2018
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 252 6,887 0 12 Mar 2015
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.4K 39,472 0 01 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 371 43,524 0 01 May 2014