Learning Fast Samplers for Diffusion Models by Differentiating Through Sample Quality

11 February 2022

Papers citing "Learning Fast Samplers for Diffusion Models by Differentiating Through Sample Quality"

50 / 140 papers shown

Title
Enhanced Distribution Alignment for Post-Training Quantization of Diffusion Models Xuewen Liu Zhikai Li Junrui Xiao Qingyi Gu MQ 34 13 0 09 Jan 2024
$S$^{2}$-DMs:Skip-Step Diffusion Models$ S $^{2}$ -DMs:Skip-Step Diffusion Models Yixuan Wang Shuangyin Li 31 0 0 03 Jan 2024
Diffusion Models, Image Super-Resolution And Everything: A Survey Brian B. Moser Arundhati S. Shanbhag Federico Raue Stanislav Frolov Sebastián M. Palacio Andreas Dengel 26 35 0 01 Jan 2024
On Inference Stability for Diffusion Models Viet Anh Nguyen Giang Vu Tung Nguyen Thanh Khoat Than Toan M. Tran 18 1 0 19 Dec 2023
Cache Me if You Can: Accelerating Diffusion Models through Block Caching Felix Wimbauer Bichen Wu Edgar Schoenfeld Xiaoliang Dai Ji Hou ... Jonas Kohler Christian Rupprecht Daniel Cremers Peter Vajda Jialiang Wang DiffM 38 58 0 06 Dec 2023
Fast ODE-based Sampling for Diffusion Models in Around 5 Steps Zhenyu Zhou Defang Chen Can Wang Chun-Yen Chen DiffM 32 44 0 30 Nov 2023
Improved DDIM Sampling with Moment Matching Gaussian Mixtures Prasad Gabbur DiffM 30 1 0 08 Nov 2023
I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models Shiwei Zhang Jiayu Wang Yingya Zhang Kang Zhao Hangjie Yuan Zhanyue Qin Xiang Wang Deli Zhao Jingren Zhou DiffM VGen 46 200 0 07 Nov 2023
Improving the Effectiveness of Deep Generative Data Ruyu Wang Sabrina Schmedding Marco F. Huber DiffM 35 3 0 07 Nov 2023
Score Normalization for a Faster Diffusion Exponential Integrator Sampler Guoxuan Xia Duolikun Danier Ayan Das Stathi Fotiadis F. Nabiei Ushnish Sengupta A. Bernacchia DiffM 24 3 0 31 Oct 2023
Bespoke Solvers for Generative Flow Models Neta Shaul Juan C. Pérez Ricky T. Q. Chen Ali K. Thabet Albert Pumarola Y. Lipman 31 23 0 29 Oct 2023
Purify++: Improving Diffusion-Purification with Advanced Diffusion Models and Control of Randomness Boya Zhang Weijian Luo Zhihua Zhang 34 10 0 28 Oct 2023
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics Kaiwen Zheng Cheng Lu Jianfei Chen Jun Zhu DiffM 32 75 0 20 Oct 2023
To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now Yimeng Zhang Jinghan Jia Xin Chen Aochuan Chen Yihua Zhang Jiancheng Liu Ke Ding Sijia Liu DiffM 22 83 0 18 Oct 2023
Observation-Guided Diffusion Probabilistic Models Junoh Kang Jinyoung Choi Sungik Choi Bohyung Han 37 1 0 06 Oct 2023
Directly Fine-Tuning Diffusion Models on Differentiable Rewards Amita Gajewar Paul Vicol G. Bansal David J Fleet 30 149 0 29 Sep 2023
AdaDiff: Accelerating Diffusion Models through Step-Wise Adaptive Computation Shengkun Tang Yaqing Wang Maksim Dzhigil Yi Liang Heng Chang Dongkuan Xu 40 5 0 29 Sep 2023
Distilling ODE Solvers of Diffusion Models into Smaller Steps Sanghwan Kim Hao Tang Fisher Yu 28 3 0 28 Sep 2023
AutoDiffusion: Training-Free Optimization of Time Steps and Architectures for Automated Diffusion Model Acceleration Lijiang Li Huixia Li Xiawu Zheng Jie Wu Xuefeng Xiao Rui Wang Min Zheng Xin Pan Rongrong Ji Rongrong Ji 88 35 0 19 Sep 2023
SA-Solver: Stochastic Adams Solver for Fast Sampling of Diffusion Models Shuchen Xue Mingyang Yi Weijian Luo Shifeng Zhang Jiacheng Sun Zechao Li Zhi-Ming Ma DiffM 42 49 0 10 Sep 2023
APLA: Additional Perturbation for Latent Noise with Adversarial Training Enables Consistency Yupu Yao Shangqi Deng Zihan Cao Harry Zhang Liang-Jian Deng DiffM 36 14 0 24 Aug 2023
Bayesian Flow Networks Alex Graves R. Srivastava Timothy James Atkinson Faustino J. Gomez BDL 38 43 0 14 Aug 2023
ModelScope Text-to-Video Technical Report Jiuniu Wang Hangjie Yuan Dayou Chen Yingya Zhang Xiang Wang Shiwei Zhang VGen DiffM 33 392 0 12 Aug 2023
PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE Solvers Phillip Lippe Bastiaan S. Veeling P. Perdikaris Richard Turner Johannes Brandstetter DiffM AI4CE 33 77 0 10 Aug 2023
HD-Fusion: Detailed Text-to-3D Generation Leveraging Multiple Noise Estimation Jinbo Wu Xiaobo Gao Xing Liu Zhengyang Shen Chen Zhao Haocheng Feng Jingtuo Liu Errui Ding DiffM 10 24 0 30 Jul 2023
DPM-OT: A New Diffusion Probabilistic Model Based on Optimal Transport Zezeng Li Shenghao Li Zhanpeng Wang Na Lei Zhongxuan Luo Xianfeng Gu OT DiffM 29 9 0 21 Jul 2023
Diffusion Sampling with Momentum for Mitigating Divergence Artifacts Suttisak Wizadwongsa Worameth Chinchuthakun Pramook Khungurn Amit Raj Supasorn Suwajanakorn DiffM 51 2 0 20 Jul 2023
Exposing the Fake: Effective Diffusion-Generated Images Detection Ruipeng Ma Jinhao Duan Fei Kong Xiaoshuang Shi Kaidi Xu DiffM 22 30 0 12 Jul 2023
Detecting Images Generated by Deep Diffusion Models using their Local Intrinsic Dimensionality P. Lorenz Ricard Durall J. Keuper DiffM 70 34 0 05 Jul 2023
OMS-DPM: Optimizing the Model Schedule for Diffusion Probabilistic Models En-hao Liu Xuefei Ning Zinan Lin Huazhong Yang Yu Wang 49 37 0 15 Jun 2023
Multi-Architecture Multi-Expert Diffusion Models Yunsung Lee Jin-Young Kim Hyojun Go Myeongho Jeong Shinhyeok Oh Seungtaek Choi DiffM 31 29 0 08 Jun 2023
On the Design Fundamentals of Diffusion Models: A Survey Ziyi Chang G. Koulieris Hubert P. H. Shum DiffM 29 54 0 07 Jun 2023
SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two Seconds Yanyu Li Huan Wang Qing Jin Ju Hu Pavlo Chemerys Yun Fu Yanzhi Wang Sergey Tulyakov Jian Ren VLM 29 152 0 01 Jun 2023
Image generation with shortest path diffusion Ayan Das Stathi Fotiadis Anil Batra F. Nabiei FengTing Liao Sattar Vakili Da-shan Shiu A. Bernacchia 22 8 0 01 Jun 2023
DiffSketching: Sketch Control Image Synthesis with Diffusion Models Qiang Wang Di Kong Fengyin Lin Yonggang Qi DiffM 38 14 0 30 May 2023
Towards Accurate Post-training Quantization for Diffusion Models Changyuan Wang Ziwei Wang Xiuwei Xu Yansong Tang Jie Zhou Jiwen Lu MQ 30 21 0 30 May 2023
Diff-Instruct: A Universal Approach for Transferring Knowledge From Pre-trained Diffusion Models Weijian Luo Tianyang Hu Shifeng Zhang Jiacheng Sun Zhenguo Li Zhihua Zhang 35 107 0 29 May 2023
Parallel Sampling of Diffusion Models Andy Shih Suneel Belkhale Stefano Ermon Dorsa Sadigh Nima Anari DiffM 31 50 0 25 May 2023
Look Ma, No Hands! Agent-Environment Factorization of Egocentric Videos Matthew Chang Aditya Prakash Saurabh Gupta DiffM 37 17 0 25 May 2023
UDPM: Upsampling Diffusion Probabilistic Models Shady Abu Hussein Raja Giryes DiffM 38 1 0 25 May 2023
Optimal Linear Subspace Search: Learning to Construct Fast and High-Quality Schedulers for Diffusion Models Zhongjie Duan Chengyu Wang Cen Chen Jun Huang Weining Qian DiffM 27 12 0 24 May 2023
PTQD: Accurate Post-Training Quantization for Diffusion Models Yefei He Luping Liu Jing Liu Weijia Wu Hong Zhou Bohan Zhuang DiffM MQ 30 103 0 18 May 2023
Null-text Guidance in Diffusion Models is Secretly a Cartoon-style Creator Jing Zhao Heliang Zheng Chaoyue Wang Long Lan Wanrong Huang Wenjing Yang DiffM 41 10 0 11 May 2023
Fast Diffusion Probabilistic Model Sampling through the lens of Backward Error Analysis Yansong Gao Zhihong Pan Xiaoxia Zhou Le Kang Pratik Chaudhari DiffM 23 5 0 22 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 115 1,016 0 18 Apr 2023
A Comprehensive Survey on Knowledge Distillation of Diffusion Models Weijian Luo DiffM MedIm 52 33 0 09 Apr 2023
Training-free Content Injection using h-space in Diffusion Models Jaeseok Jeong Mingi Kwon Youngjung Uh DiffM 26 24 0 27 Mar 2023
A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT Yihan Cao Siyu Li Yixin Liu Zhiling Yan Yutong Dai Philip S. Yu Lichao Sun 35 508 0 07 Mar 2023
$PC^2$ : Projection-Conditioned Point Cloud Diffusion for Single-Image 3D Reconstruction Luke Melas-Kyriazi Christian Rupprecht Andrea Vedaldi DiffM 56 80 0 21 Feb 2023
RealFusion: 360° Reconstruction of Any Object from a Single Image Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 104 291 0 21 Feb 2023