Improved Denoising Diffusion Probabilistic Models

International Conference on Machine Learning (ICML), 2021

18 February 2021

Alex Nichol

Prafulla Dhariwal

DiffM

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Papers citing "Improved Denoising Diffusion Probabilistic Models"

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Entropy-driven Sampling and Training Scheme for Conditional Diffusion GenerationEuropean Conference on Computer Vision (ECCV), 2022 Sheng-liang Li Guangcong Zheng Haibo Wang Taiping Yao Yang Chen Shoudong Ding Xi Li DiffM 283 29 0 23 Jun 2022
The ArtBench Dataset: Benchmarking Generative Models with Artworks Peiyuan Liao Xiuyu Li Xihui Liu Kurt Keutzer 189 63 0 22 Jun 2022
A Study on the Evaluation of Generative Models Eyal Betzalel Coby Penso Aviv Navon Ethan Fetaya EGVM 193 56 0 22 Jun 2022
Guided Diffusion Model for Adversarial Purification from Random Noise Quanlin Wu Hang Ye Yuntian Gu DiffM 117 48 0 22 Jun 2022
(Certified!!) Adversarial Robustness for Free!International Conference on Learning Representations (ICLR), 2022 Nicholas Carlini Florian Tramèr Krishnamurthy Dvijotham Leslie Rice Mingjie Sun J. Zico Kolter DiffM 416 167 0 21 Jun 2022
Generative Modelling With Inverse Heat DissipationInternational Conference on Learning Representations (ICLR), 2022 Severi Rissanen Markus Heinonen Arno Solin DiffM 643 149 0 21 Jun 2022
Score-Guided Intermediate Layer Optimization: Fast Langevin Mixing for Inverse Problems Giannis Daras Y. Dagan A. Dimakis C. Daskalakis BDL 291 16 0 18 Jun 2022
Diffusion models as plug-and-play priorsNeural Information Processing Systems (NeurIPS), 2022 Alexandros Graikos Nikolay Malkin Nebojsa Jojic Dimitris Samaras DiffM 349 269 0 17 Jun 2022
A Flexible Diffusion ModelInternational Conference on Machine Learning (ICML), 2022 Weitao Du Tao Yang Heidi Zhang Yuanqi Du DiffM 172 12 0 17 Jun 2022
Discrete Contrastive Diffusion for Cross-Modal Music and Image GenerationInternational Conference on Learning Representations (ICLR), 2022 Ye Zhu Yuehua Wu Kyle Olszewski Jian Ren Sergey Tulyakov Yan Yan DiffM 358 56 0 15 Jun 2022
Diffusion Models for Video Prediction and Infilling Tobias Höppe Arash Mehrjou Stefan Bauer Didrik Nielsen Andrea Dittadi DiffM VGen 278 156 0 15 Jun 2022
Estimating the Optimal Covariance with Imperfect Mean in Diffusion Probabilistic ModelsInternational Conference on Machine Learning (ICML), 2022 Fan Bao Chongxuan Li Jiacheng Sun Jun Zhu Bo Zhang DiffM 161 84 0 15 Jun 2022
gDDIM: Generalized denoising diffusion implicit modelsInternational Conference on Learning Representations (ICLR), 2022 Qinsheng Zhang Molei Tao Yongxin Chen DiffM 235 144 0 11 Jun 2022
Multi-instrument Music Synthesis with Spectrogram DiffusionInternational Society for Music Information Retrieval Conference (ISMIR), 2022 Curtis Hawthorne Ian Simon Adam Roberts Neil Zeghidour Josh Gardner Ethan Manilow Jesse Engel DiffM 197 56 0 11 Jun 2022
How Much is Enough? A Study on Diffusion Times in Score-based Generative Models Giulio Franzese Simone Rossi Lixuan Yang A. Finamore Dario Rossi Maurizio Filippone Pietro Michiardi DiffM 183 49 0 10 Jun 2022
Draft-and-Revise: Effective Image Generation with Contextual RQ-TransformerNeural Information Processing Systems (NeurIPS), 2022 Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han 156 33 0 09 Jun 2022
Accelerating Score-based Generative Models for High-Resolution Image Synthesis He Ma Li Zhang Xiatian Zhu Jingfeng Zhang Jianfeng Feng DiffM 202 15 0 08 Jun 2022
Fast Unsupervised Brain Anomaly Detection and Segmentation with Diffusion ModelsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 W. H. Pinaya M. Graham Robert J. Gray P. F. D. Costa Petru-Daniel Tudosiu ... D. Werring Geraint Rees P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 194 129 0 07 Jun 2022
Blended Latent DiffusionACM Transactions on Graphics (TOG), 2022 Omri Avrahami Ohad Fried Dani Lischinski DiffM 328 483 0 06 Jun 2022
Compositional Visual Generation with Composable Diffusion ModelsEuropean Conference on Computer Vision (ECCV), 2022 Nan Liu Shuang Li Yilun Du Antonio Torralba J. Tenenbaum DiffM CoGe 635 636 0 03 Jun 2022
Score-Based Generative Models Detect ManifoldsNeural Information Processing Systems (NeurIPS), 2022 Jakiw Pidstrigach DiffM 413 109 0 02 Jun 2022
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 StepsNeural Information Processing Systems (NeurIPS), 2022 Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 709 1,918 0 02 Jun 2022
DiVAE: Photorealistic Images Synthesis with Denoising Diffusion Decoder Jie Shi Chenfei Wu Jian Liang Xiang Liu Nan Duan DiffM 176 31 0 01 Jun 2022
Elucidating the Design Space of Diffusion-Based Generative ModelsNeural Information Processing Systems (NeurIPS), 2022 Tero Karras M. Aittala Timo Aila S. Laine DiffM 866 2,696 0 01 Jun 2022
Torsional Diffusion for Molecular Conformer GenerationNeural Information Processing Systems (NeurIPS), 2022 Bowen Jing Gabriele Corso Jeffrey Chang Regina Barzilay Tommi Jaakkola DiffM BDL 229 329 0 01 Jun 2022
On Analyzing Generative and Denoising Capabilities of Diffusion-based Deep Generative ModelsNeural Information Processing Systems (NeurIPS), 2022 Kamil Deja Anna Kuzina Tomasz Trzciñski Jakub M. Tomczak DiffM 199 35 0 31 May 2022
Improved Vector Quantized Diffusion Models Zhicong Tang Shuyang Gu Jianmin Bao Dong Chen Fang Wen DiffM 375 72 0 31 May 2022
Few-Shot Diffusion Models Giorgio Giannone Didrik Nielsen Ole Winther DiffM 338 55 0 30 May 2022
Guided Diffusion Model for Adversarial Purification Jinyi Wang Zhaoyang Lyu Dahua Lin Bo Dai Hongfei Fu DiffM 436 109 0 30 May 2022
BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio SynthesisNeural Information Processing Systems (NeurIPS), 2022 Yichong Leng Zehua Chen Junliang Guo Haohe Liu Jiawei Chen ... Lei He Xiang-Yang Li Tao Qin Sheng Zhao Tie-Yan Liu DiffM 247 74 0 30 May 2022
Diffusion-LM Improves Controllable Text GenerationNeural Information Processing Systems (NeurIPS), 2022 Xiang Lisa Li John Thickstun Ishaan Gulrajani Abigail Z. Jacobs Tatsunori B. Hashimoto AI4CE 467 1,075 0 27 May 2022
Maximum Likelihood Training of Implicit Nonlinear Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2022 Dongjun Kim Byeonghu Na S. Kwon Dongsoo Lee Wanmo Kang Il-Chul Moon DiffM 612 59 0 27 May 2022
Accelerating Diffusion Models via Early Stop of the Diffusion Process Zhaoyang Lyu Xu Xudong Ceyuan Yang Dahua Lin Bo Dai DiffM 473 123 0 25 May 2022
Region-aware Knowledge Distillation for Efficient Image-to-Image TranslationBritish Machine Vision Conference (BMVC), 2022 Linfeng Zhang Xin Chen Runpei Dong Kaisheng Ma VLM 189 13 0 25 May 2022
Flexible Diffusion Modeling of Long VideosNeural Information Processing Systems (NeurIPS), 2022 William Harvey Saeid Naderiparizi Vaden Masrani Christian D. Weilbach Frank Wood DiffM BDL VGen 433 341 0 23 May 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingNeural Information Processing Systems (NeurIPS), 2022 Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 1.1K 7,380 0 23 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 464 28 0 23 May 2022
Planning with Diffusion for Flexible Behavior SynthesisInternational Conference on Machine Learning (ICML), 2022 Michael Janner Yilun Du J. Tenenbaum Sergey Levine DiffM 877 950 0 20 May 2022
Deterministic training of generative autoencoders using invertible layersInternational Conference on Learning Representations (ICLR), 2022 Gianluigi Silvestri Daan Roos Luca Ambrogioni TPM 208 3 0 19 May 2022
Subspace Diffusion Generative ModelsEuropean Conference on Computer Vision (ECCV), 2022 Bowen Jing Gabriele Corso Renato Berlinghieri Tommi Jaakkola DiffM 273 86 0 03 May 2022
Fast Sampling of Diffusion Models with Exponential IntegratorInternational Conference on Learning Representations (ICLR), 2022 Qinsheng Zhang Yongxin Chen DiffM 316 521 0 29 Apr 2022
A Survey on Non-Autoregressive Generation for Neural Machine Translation and BeyondIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Yisheng Xiao Lijun Wu Junliang Guo Juntao Li Hao Fei Tao Qin Tie-Yan Liu 3DV MedIm AI4CE 231 111 0 20 Apr 2022
Simultaneous Multiple-Prompt Guided Generation Using Differentiable Optimal TransportInternational Conference on Innovative Computing and Cloud Computing (ICCC), 2022 Yingtao Tian Marco Cuturi David R Ha DiffM OT 112 1 0 18 Apr 2022
Any-resolution Training for High-resolution Image SynthesisEuropean Conference on Computer Vision (ECCV), 2022 Lucy Chai Michael Gharbi Eli Shechtman Phillip Isola Richard Y. Zhang 205 82 0 14 Apr 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 987 8,189 0 13 Apr 2022
Video Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2022 Jonathan Ho Tim Salimans Alexey A. Gritsenko William Chan Mohammad Norouzi David J. Fleet DiffM VGen 782 2,171 0 07 Apr 2022
The Swiss Army Knife for Image-to-Image Translation: Multi-Task Diffusion Models J. Wolleb Robin Sandkühler Florentin Bieder Philippe C. Cattin MedIm DiffM 164 36 0 06 Apr 2022
Perception Prioritized Training of Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2022 Jooyoung Choi Jungbeom Lee Chaehun Shin Sungwon Kim Hyunwoo J. Kim Sung-Hoon Yoon DiffM 265 321 0 01 Apr 2022
Generating High Fidelity Data from Low-density Regions using Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2022 Vikash Sehwag C. Hazirbas Albert Gordo Firat Ozgenel Cristian Canton Ferrer DiffM 257 82 0 31 Mar 2022
Equivariant Diffusion for Molecule Generation in 3DInternational Conference on Machine Learning (ICML), 2022 Emiel Hoogeboom Victor Garcia Satorras Clément Vignac Max Welling DiffM 371 771 0 31 Mar 2022