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Diffusion Models Beat GANs on Image Synthesis

11 May 2021

Papers citing "Diffusion Models Beat GANs on Image Synthesis"

50 / 5,133 papers shown

Title
Semi-Parametric Neural Image Synthesis A. Blattmann Robin Rombach Kaan Oktay Jonas Muller Bjorn Ommer DiffM 100 31 0 25 Apr 2022
StyleGAN-Human: A Data-Centric Odyssey of Human Generation Jianglin Fu Shikai Li Yuming Jiang Kwan-Yee Lin Chao Qian Chen Change Loy Wayne Wu Ziwei Liu 3DH 110 151 0 25 Apr 2022
FastDiff: A Fast Conditional Diffusion Model for High-Quality Speech Synthesis Rongjie Huang Max W. Y. Lam Jun Wang Dan Su Dong Yu Yi Ren Zhou Zhao DiffM 76 172 0 21 Apr 2022
Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging Tzofi Klinghoffer S. Somasundaram Kushagra Tiwary Ramesh Raskar 113 8 0 21 Apr 2022
A Comprehensive Survey on Data-Efficient GANs in Image Generation Ziqiang Li Beihao Xia Jing Zhang Chaoyue Wang Bin Li 86 34 0 18 Apr 2022
Simultaneous Multiple-Prompt Guided Generation Using Differentiable Optimal Transport Yingtao Tian Marco Cuturi David R Ha DiffM OT 65 1 0 18 Apr 2022
Any-resolution Training for High-resolution Image Synthesis Lucy Chai Michael Gharbi Eli Shechtman Phillip Isola Richard Y. Zhang 84 71 0 14 Apr 2022
MIMO Channel Estimation using Score-Based Generative Models Marius Arvinte Jonathan I. Tamir DiffM 56 54 0 14 Apr 2022
Controllable Video Generation through Global and Local Motion Dynamics A. Davtyan Paolo Favaro 40 9 0 13 Apr 2022
Synthesizing Adversarial Visual Scenarios for Model-Based Robotic Control Shubhankar Agarwal Sandeep Chinchali AAML 87 4 0 13 Apr 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 484 6,941 0 13 Apr 2022
Video Diffusion Models Jonathan Ho Tim Salimans Alexey A. Gritsenko William Chan Mohammad Norouzi David J. Fleet DiffM VGen 246 1,648 0 07 Apr 2022
PetroGAN: A novel GAN-based approach to generate realistic, label-free petrographic datasets I. Ferreira L. Ochoa A. Koeshidayatullah GAN 54 1 0 07 Apr 2022
KNN-Diffusion: Image Generation via Large-Scale Retrieval Shelly Sheynin Oron Ashual Adam Polyak Uriel Singer Oran Gafni Eliya Nachmani Yaniv Taigman VLM SyDa DiffM 85 124 0 06 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 76 32 0 06 Apr 2022
Perception Prioritized Training of Diffusion Models Jooyoung Choi Jungbeom Lee Chaehun Shin Sungwon Kim Hyunwoo J. Kim Sung-Hoon Yoon DiffM 130 253 0 01 Apr 2022
Generating High Fidelity Data from Low-density Regions using Diffusion Models Vikash Sehwag C. Hazirbas Albert Gordo Firat Ozgenel Cristian Canton Ferrer DiffM 97 71 0 31 Mar 2022
Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain Simon Welker Julius Richter Timo Gerkmann DiffM 112 117 0 31 Mar 2022
Diffusion Models for Counterfactual Explanations Guillaume Jeanneret Loïc Simon F. Jurie DiffM 118 59 0 29 Mar 2022
Face Verification Bypass Sanjana Sarda CVBM 101 0 0 28 Mar 2022
Large-scale Bilingual Language-Image Contrastive Learning ByungSoo Ko Geonmo Gu VLM 112 14 0 28 Mar 2022
Denoising Likelihood Score Matching for Conditional Score-based Data Generation Chen-Hao Chao Wei-Fang Sun Bo Wun Cheng Yi-Chen Lo Chia-Che Chang Yu-Lun Liu Yu-Lin Chang Chia-Ping Chen Chun-Yi Lee DiffM 73 42 0 27 Mar 2022
Stochastic Trajectory Prediction via Motion Indeterminacy Diffusion Tianpei Gu Guangyi Chen Junlong Li Chunze Lin Yongming Rao Jie Zhou Jiwen Lu DiffM VGen 465 214 0 25 Mar 2022
BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech Synthesis Max W. Y. Lam Jun Wang Dan Su Dong Yu DiffM 98 97 0 25 Mar 2022
Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors Oran Gafni Adam Polyak Oron Ashual Shelly Sheynin Devi Parikh Yaniv Taigman DiffM 97 526 0 24 Mar 2022
On the link between conscious function and general intelligence in humans and machines Arthur Juliani Kai Arulkumaran Shuntaro Sasai Ryota Kanai 103 26 0 24 Mar 2022
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion Hyungjin Chung Eunha Lee Jong Chul Ye DiffM MedIm 98 119 0 23 Mar 2022
A survey on GANs for computer vision: Recent research, analysis and taxonomy Guillermo Iglesias Edgar Talavera Alberto Díaz-Álvarez EGVM AI4TS 108 62 0 21 Mar 2022
Interpreting Class Conditional GANs with Channel Awareness Yin-Yin He Zhiyi Zhang Jiapeng Zhu Yujun Shen Qifeng Chen GAN 51 1 0 21 Mar 2022
Image Super-Resolution With Deep Variational Autoencoders Darius Chira Ilian Haralampiev Ole Winther Andrea Dittadi Valentin Liévin DRL 83 33 0 17 Mar 2022
A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources Ghadeer O. Ghosheh Jin Li T. Zhu 97 39 0 14 Mar 2022
The Health Gym: Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms N. Kuo Mark Polizzotto S. Finfer Federico Garcia Anders Sönnerborg Maurizio Zazzi Michael Böhm Louisa R Jorm S. Barbieri OOD 73 29 0 12 Mar 2022
KPE: Keypoint Pose Encoding for Transformer-based Image Generation Soon Yau Cheong A. Mustafa Andrew Gilbert ViT 85 10 0 09 Mar 2022
Diffusion Models for Medical Anomaly Detection J. Wolleb Florentin Bieder Robin Sandkühler Philippe C. Cattin MedIm DiffM 119 282 0 08 Mar 2022
Dynamic Dual-Output Diffusion Models Yaniv Benny Lior Wolf DiffM 81 26 0 08 Mar 2022
Towards performant and reliable undersampled MR reconstruction via diffusion model sampling Cheng-Fang Peng Pengfei Guo S. Kevin Zhou Vishal M. Patel Ramalingam Chellappa MedIm DiffM 114 93 0 08 Mar 2022
Score-Based Generative Models for Molecule Generation Dwaraknath Gnaneshwar Bharath Ramsundar Dhairya Gandhi Rachel C. Kurchin V. Viswanathan DiffM 48 11 0 07 Mar 2022
Measurement-conditioned Denoising Diffusion Probabilistic Model for Under-sampled Medical Image Reconstruction Yutong Xie Quanzheng Li DiffM MedIm 145 93 0 05 Mar 2022
Detecting GAN-generated Images by Orthogonal Training of Multiple CNNs S. Mandelli Nicolo Bonettini Paolo Bestagini Stefano Tubaro 86 49 0 04 Mar 2022
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk 85 32 0 03 Mar 2022
Autoregressive Image Generation using Residual Quantization Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han VGen 293 378 0 03 Mar 2022
Conditional Simulation Using Diffusion Schrödinger Bridges Yuyang Shi Valentin De Bortoli George Deligiannidis Arnaud Doucet DiffM 108 58 0 27 Feb 2022
Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks Sihyun Yu Jihoon Tack Sangwoo Mo Hyunsu Kim Junho Kim Jung-Woo Ha Jinwoo Shin DiffM VGen 110 202 0 21 Feb 2022
Path of Destruction: Learning an Iterative Level Generator Using a Small Dataset Matthew Siper Ahmed Khalifa Julian Togelius GAN 72 16 0 21 Feb 2022
Diffusion Causal Models for Counterfactual Estimation Pedro Sanchez Sotirios A. Tsaftaris DiffM BDL 102 76 0 21 Feb 2022
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders Huangjie Zheng Pengcheng He Weizhu Chen Mingyuan Zhou DiffM 92 46 0 19 Feb 2022
Understanding DDPM Latent Codes Through Optimal Transport Valentin Khrulkov Gleb Ryzhakov Andrei Chertkov Ivan Oseledets OT DiffM 75 53 0 14 Feb 2022
Learning Fast Samplers for Diffusion Models by Differentiating Through Sample Quality Daniel Watson William Chan Jonathan Ho Mohammad Norouzi DiffM BDL 98 183 0 11 Feb 2022
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles Ashish Hooda Neal Mangaokar Ryan Feng Kassem Fawaz S. Jha Atul Prakash 95 11 0 11 Feb 2022
MaskGIT: Masked Generative Image Transformer Huiwen Chang Han Zhang Lu Jiang Ce Liu William T. Freeman ViT 158 695 0 08 Feb 2022