Distribution Backtracking Builds A Faster Convergence Trajectory for Diffusion Distillation

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Distribution Backtracking Builds A Faster Convergence Trajectory for Diffusion Distillation

28 August 2024

Shengyuan Zhang

Chenye Meng

Zhiyuan Yang

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Papers citing "Distribution Backtracking Builds A Faster Convergence Trajectory for Diffusion Distillation"

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Title
Improved Distribution Matching Distillation for Fast Image Synthesis Tianwei Yin Michael Gharbi Taesung Park Richard Zhang Eli Shechtman Frédo Durand William T. Freeman DiffM 113 127 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
SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation Thuan Hoang Nguyen Anh Tran DiffM 53 66 0 08 Dec 2023
Generative Diffusion Models on Graphs: Methods and Applications Junfeng Fang Wenqi Fan Yunqing Liu Jiatong Li Hang Li Hui Liu Jiliang Tang Qing Li MedIm DiffM 70 66 0 06 Feb 2023
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 200 3,493 0 16 Oct 2022
On Distillation of Guided Diffusion Models Chenlin Meng Robin Rombach Ruiqi Gao Diederik P. Kingma Stefano Ermon Jonathan Ho Tim Salimans VLM DiffM 77 532 0 06 Oct 2022
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 207 2,018 0 01 Jun 2022
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs Zhisheng Xiao Karsten Kreis Arash Vahdat DiffM 100 558 0 15 Dec 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 247 7,933 0 11 May 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 352 3,715 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 350 6,551 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 289 7,454 0 06 Oct 2020
StarGAN v2: Diverse Image Synthesis for Multiple Domains Yunjey Choi Youngjung Uh Jaejun Yoo Jung-Woo Ha 3DH 127 1,753 0 04 Dec 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 258 3,954 0 12 Jul 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 599 10,590 0 12 Dec 2018