Score-Based Generative Modeling through Stochastic Differential Equations

26 November 2020

Yang Song

Jascha Narain Sohl-Dickstein

Papers citing "Score-Based Generative Modeling through Stochastic Differential Equations"

50 / 4,330 papers shown

Title
EmoDiff: Intensity Controllable Emotional Text-to-Speech with Soft-Label Guidance Yiwei Guo Chenpeng Du Xie Chen K. Yu DiffM 65 40 0 17 Nov 2022
Grad-StyleSpeech: Any-speaker Adaptive Text-to-Speech Synthesis with Diffusion Models Minki Kang Dong Min Sung Ju Hwang DiffM 25 48 0 17 Nov 2022
Blurring-Sharpening Process Models for Collaborative Filtering Jeongwhan Choi Seoyoung Hong Noseong Park Sung-Bae Cho 22 40 0 17 Nov 2022
MAGE: MAsked Generative Encoder to Unify Representation Learning and Image Synthesis Tianhong Li Huiwen Chang Shlok Kumar Mishra Han Zhang Dina Katabi Dilip Krishnan 41 154 0 16 Nov 2022
Fast Graph Generation via Spectral Diffusion Tianze Luo Zhanfeng Mo Sinno Jialin Pan DiffM 13 23 0 16 Nov 2022
Will Large-scale Generative Models Corrupt Future Datasets? Ryuichiro Hataya Han Bao Hiromi Arai 27 54 0 15 Nov 2022
CaDM: Codec-aware Diffusion Modeling for Neural-enhanced Video Streaming Qihua Zhou Ruibin Li Song Guo Peiran Dong Yi Liu Jingcai Guo Zhenda Xu VGen DiffM 44 24 0 15 Nov 2022
Direct Inversion: Optimization-Free Text-Driven Real Image Editing with Diffusion Models Adham Elarabawy Harish Kamath Samuel Denton DiffM 22 16 0 15 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz Ilker Hacihaliloglu Dorit Merhof DiffM MedIm 54 359 0 14 Nov 2022
Extreme Generative Image Compression by Learning Text Embedding from Diffusion Models Zhihong Pan Xiaoxia Zhou Hao Tian DiffM 33 23 0 14 Nov 2022
Arbitrary Style Guidance for Enhanced Diffusion-Based Text-to-Image Generation Zhihong Pan Xiaoxia Zhou Hao Tian DiffM 20 11 0 14 Nov 2022
DriftRec: Adapting diffusion models to blind JPEG restoration Simon Welker H. Chapman Timo Gerkmann DiffM 38 12 0 12 Nov 2022
HumanDiffusion: a Coarse-to-Fine Alignment Diffusion Framework for Controllable Text-Driven Person Image Generation Kai Zhang Muyi Sun Jianxin Sun Binghao Zhao Kunbo Zhang Zhenan Sun Tieniu Tan DiffM 60 12 0 11 Nov 2022
DiffPhase: Generative Diffusion-based STFT Phase Retrieval Tal Peer Simon Welker Timo Gerkmann DiffM 47 7 0 08 Nov 2022
Unsupervised vocal dereverberation with diffusion-based generative models Koichi Saito Naoki Murata Toshimitsu Uesaka Chieh-Hsin Lai Yuhta Takida Takao Fukui Yuki Mitsufuji DiffM 50 23 0 08 Nov 2022
Posterior samples of source galaxies in strong gravitational lenses with score-based priors Alexandre Adam A. Coogan Nikolay Malkin Ronan Legin Laurence Perreault Levasseur Y. Hezaveh Yoshua Bengio DiffM 30 23 0 07 Nov 2022
Astronomia ex machina: a history, primer, and outlook on neural networks in astronomy Michael J. Smith James E. Geach 40 32 0 07 Nov 2022
Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion Marin Bilos Kashif Rasul Anderson Schneider Yuriy Nevmyvaka Stephan Günnemann DiffM 30 32 0 04 Nov 2022
Analysing Diffusion-based Generative Approaches versus Discriminative Approaches for Speech Restoration Jean-Marie Lemercier Julius Richter Simon Welker Timo Gerkmann DiffM 35 35 0 04 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Zhekai Zhang Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 40 45 0 03 Nov 2022
Improved Analysis of Score-based Generative Modeling: User-Friendly Bounds under Minimal Smoothness Assumptions Hongrui Chen Holden Lee Jianfeng Lu DiffM 34 125 0 03 Nov 2022
Self-Adapting Noise-Contrastive Estimation for Energy-Based Models Na Xu 8 2 0 03 Nov 2022
Convergence of the Inexact Langevin Algorithm and Score-based Generative Models in KL Divergence Kaylee Yingxi Yang Andre Wibisono 24 12 0 02 Nov 2022
An optimal control perspective on diffusion-based generative modeling Julius Berner Lorenz Richter Karen Ullrich DiffM 49 81 0 02 Nov 2022
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers Yogesh Balaji Seungjun Nah Xun Huang Arash Vahdat Jiaming Song ... Timo Aila S. Laine Bryan Catanzaro Tero Karras Xuan Li VLM MoE 81 804 0 02 Nov 2022
Quantized Compressed Sensing with Score-based Generative Models Xiangming Meng Y. Kabashima DiffM 34 11 0 02 Nov 2022
Spot the fake lungs: Generating Synthetic Medical Images using Neural Diffusion Models Hazrat Ali Shafaq Murad Zubair Shah DiffM MedIm 32 50 0 02 Nov 2022
Concrete Score Matching: Generalized Score Matching for Discrete Data Chenlin Meng Kristy Choi Jiaming Song Stefano Ermon DiffM 200 54 0 02 Nov 2022
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 61 557 0 02 Nov 2022
DensePure: Understanding Diffusion Models towards Adversarial Robustness Chaowei Xiao Zhongzhu Chen Kun Jin Jiong Wang Weili Nie Mingyan D. Liu Anima Anandkumar Bo Li D. Song DiffM 48 35 0 01 Nov 2022
SDMuse: Stochastic Differential Music Editing and Generation via Hybrid Representation Chen Zhang Yi Ren Kecheng Zhang Shuicheng Yan DiffM 32 13 0 01 Nov 2022
Diffusion-based Generative Speech Source Separation Robin Scheibler Youna Ji Soo-Whan Chung J. Byun Soyeon Choe Min-Seok Choi DiffM 36 42 0 31 Oct 2022
Lipschitz-regularized gradient flows and generative particle algorithms for high-dimensional scarce data Hyemin Gu Panagiota Birmpa Yannis Pantazis Luc Rey-Bellet Markos A. Katsoulakis 21 2 0 31 Oct 2022
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations Shlok Kumar Mishra Joshua Robinson Huiwen Chang David Jacobs Aaron Sarna Aaron Maschinot Dilip Krishnan DiffM 56 31 0 30 Oct 2022
MagicMix: Semantic Mixing with Diffusion Models Jun Hao Liew Hanshu Yan Daquan Zhou Jiashi Feng DiffM 187 60 0 28 Oct 2022
Conditioning and Sampling in Variational Diffusion Models for Speech Super-Resolution Chin-Yun Yu Sung-Lin Yeh Gyorgy Fazekas Hao Tang DiffM 40 20 0 27 Oct 2022
Language Control Diffusion: Efficiently Scaling through Space, Time, and Tasks Edwin Zhang Yujie Lu William Wang Amy Zhang DiffM LM&Ro 32 16 0 27 Oct 2022
Solving Audio Inverse Problems with a Diffusion Model Eloi Moliner J. Lehtinen Vesa Valimaki DiffM 33 50 0 27 Oct 2022
ScoreMix: A Scalable Augmentation Strategy for Training GANs with Limited Data Jie Cao Mandi Luo Junchi Yu Mingmin Yang Ran He 40 4 0 27 Oct 2022
Categorical SDEs with Simplex Diffusion Pierre Harvey Richemond Sander Dieleman Arnaud Doucet DiffM 19 24 0 26 Oct 2022
Full-band General Audio Synthesis with Score-based Diffusion Santiago Pascual Gautam Bhattacharya Chunghsin Yeh Jordi Pons Joan Serrà DiffM 30 33 0 26 Oct 2022
Towards the Detection of Diffusion Model Deepfakes Jonas Ricker Simon Damm Thorsten Holz Asja Fischer DiffM 40 102 0 26 Oct 2022
Stable Deep MRI Reconstruction using Generative Priors Martin Zach Florian Knoll Thomas Pock OOD MedIm DiffM 38 17 0 25 Oct 2022
From Points to Functions: Infinite-dimensional Representations in Diffusion Models Sarthak Mittal Guillaume Lajoie Stefan Bauer Arash Mehrjou DiffM 47 30 0 25 Oct 2022
A Regularized Conditional GAN for Posterior Sampling in Image Recovery Problems Matthew Bendel Rizwan Ahmad Philip Schniter MedIm 37 5 0 24 Oct 2022
Structure-based Drug Design with Equivariant Diffusion Models Arne Schneuing Yuanqi Du Charles Harris Arian R. Jamasb Ilia Igashov ... Pietro Lio Carla P. Gomes Max Welling Michael M. Bronstein B. Correia DiffM 49 198 0 24 Oct 2022
Deep Equilibrium Approaches to Diffusion Models Ashwini Pokle Zhengyang Geng Zico Kolter DiffM 35 39 0 23 Oct 2022
Instance-Aware Image Completion Ji-Ho Cho Minguk Kang Vibhav Vineet Jaesik Park ISeg VLM 28 2 0 22 Oct 2022
Uncertainty Estimates of Predictions via a General Bias-Variance Decomposition Sebastian G. Gruber Florian Buettner PER UQCV UD 218 11 0 21 Oct 2022
Score-based Denoising Diffusion with Non-Isotropic Gaussian Noise Models Vikram S. Voleti Christopher Pal Adam M. Oberman DiffM 51 18 0 21 Oct 2022