Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics

19 June 2024

Cheng Ouyang

Papers citing "Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics"

20 / 20 papers shown

Title
Learning A Sparse Transformer Network for Effective Image Deraining Xiang Chen Hao‐Ran Li Mingqiang Li Jin-shan Pan ViT 46 219 0 21 Mar 2023
Diffusion Posterior Sampling for General Noisy Inverse Problems Hyungjin Chung Jeongsol Kim Michael T. McCann M. Klasky J. C. Ye DiffM 58 810 0 29 Sep 2022
Swin Transformer for Fast MRI Jiahao Huang Yingying Fang Yinzhe Wu Huanjun Wu Zhifan Gao Yang Li Javier Del Ser Jun Xia Guang Yang ViT OOD 46 142 0 10 Jan 2022
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs Zhisheng Xiao Karsten Kreis Arash Vahdat DiffM 55 544 0 15 Dec 2021
Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction Hyungjin Chung Byeongsu Sim Jong Chul Ye MedIm DiffM 85 349 0 09 Dec 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 109 2,166 0 18 Nov 2021
SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations Chenlin Meng Yutong He Yang Song Jiaming Song Jiajun Wu Jun-Yan Zhu Stefano Ermon DiffM 85 1,446 0 02 Aug 2021
Diffusion Schrödinger Bridge with Applications to Score-Based Generative Modeling Valentin De Bortoli James Thornton J. Heng Arnaud Doucet DiffM OT 54 448 0 01 Jun 2021
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution Peng Sun Christos Sakaridis Luc Van Gool Radu Timofte 59 575 0 25 Mar 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 89 3,599 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 215 6,293 0 26 Nov 2020
Adversarial score matching and improved sampling for image generation Alexia Jolicoeur-Martineau Remi Piche-Taillefer Rémi Tachet des Combes Ioannis Mitliagkas DiffM 44 125 0 11 Sep 2020
Multi-Scale Boosted Dehazing Network with Dense Feature Fusion Hang Dong Jin-shan Pan Lei Xiang Zhe Hu Xinyi Zhang Fei Wang Ming-Hsuan Yang 42 678 0 28 Apr 2020
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing Xiaohong Liu Yongrui Ma Zhihao Shi Jun Chen 70 742 0 08 Aug 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 119 3,803 0 12 Jul 2019
Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images C. Ancuti Cosmin Ancuti M. Sbert Radu Timofte 21 291 0 05 Apr 2019
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI Jure Zbontar Florian Knoll Anuroop Sriram Tullie Murrell Zhengnan Huang ... Erich Owens C. L. Zitnick M. Recht D. Sodickson Yvonne W. Lui OOD 22 836 0 21 Nov 2018
Gated Fusion Network for Single Image Dehazing Wenqi Ren Lin Ma Jiawei Zhang Jin-shan Pan Xiaochun Cao Wen Liu Ming-Hsuan Yang 39 730 0 31 Mar 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 168 11,610 0 11 Jan 2018
Enhanced Deep Residual Networks for Single Image Super-Resolution Bee Lim Sanghyun Son Heewon Kim Seungjun Nah Kyoung Mu Lee SupR 116 5,871 0 10 Jul 2017