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Elucidating the Design Space of Diffusion-Based Generative Models

1 June 2022

Papers citing "Elucidating the Design Space of Diffusion-Based Generative Models"

50 / 1,449 papers shown

Title
T-Stitch: Accelerating Sampling in Pre-Trained Diffusion Models with Trajectory Stitching Zizheng Pan Bohan Zhuang De-An Huang Weili Nie Zhiding Yu Chaowei Xiao Jianfei Cai A. Anandkumar 91 19 0 21 Feb 2024
D-Flow: Differentiating through Flows for Controlled Generation Heli Ben-Hamu Omri Puny Itai Gat Brian Karrer Uriel Singer Y. Lipman 113 34 0 21 Feb 2024
SDXL-Lightning: Progressive Adversarial Diffusion Distillation Shanchuan Lin Anran Wang Xiao Yang 158 134 0 21 Feb 2024
Contrastive Prompts Improve Disentanglement in Text-to-Image Diffusion Models C. Wu Fernando de la Torre DiffM 70 2 0 21 Feb 2024
The Uncanny Valley: A Comprehensive Analysis of Diffusion Models Karam Ghanem Danilo Bzdok DiffM 76 1 0 20 Feb 2024
Synthetic location trajectory generation using categorical diffusion models Simon Dirmeier Ye Hong Fernando Pérez-Cruz 108 0 0 19 Feb 2024
Training Class-Imbalanced Diffusion Model Via Overlap Optimization Divin Yan Lu Qi Vincent Tao Hu Ming-Hsuan Yang Meng Tang 90 5 0 16 Feb 2024
Stochastic Localization via Iterative Posterior Sampling Louis Grenioux Maxence Noble Marylou Gabrié Alain Durmus DiffM 104 16 0 16 Feb 2024
Radio-astronomical Image Reconstruction with Conditional Denoising Diffusion Model M. Drozdova Vitaliy Kinakh O. Bait O. Taran E. Lastufka M. Dessauges-Zavadsky T. Holotyak D. Schaerer S. Voloshynovskiy DiffM 48 7 0 15 Feb 2024
GaussianObject: Just Taking Four Images to Get A High-Quality 3D Object with Gaussian Splatting Chen Yang Sikuang Li Jiemin Fang Ruofan Liang Lingxi Xie Xiaopeng Zhang Wei Shen Qi Tian 3DGS 80 23 0 15 Feb 2024
Accelerating Parallel Sampling of Diffusion Models Zhiwei Tang Jiasheng Tang Hao Luo Fan Wang Tsung-Hui Chang 167 15 0 15 Feb 2024
Target Score Matching Valentin De Bortoli M. Hutchinson Peter Wirnsberger Arnaud Doucet DiffM 94 21 0 13 Feb 2024
Zero Shot Molecular Generation via Similarity Kernels Rokas Elijosius Fabian Zills Ilyes Batatia Sam Walton Norwood D. P. Kovács Christian Holm Gábor Csányi DiffM 70 4 0 13 Feb 2024
A Dense Reward View on Aligning Text-to-Image Diffusion with Preference Shentao Yang Tianqi Chen Mingyuan Zhou EGVM 126 30 0 13 Feb 2024
PFCM: Poisson flow consistency models for low-dose CT image denoising Dennis Hein Adam Wang Ge Wang Ge Wang DiffM 85 1 0 13 Feb 2024
Nearest Neighbour Score Estimators for Diffusion Generative Models Matthew Niedoba Dylan Green Saeid Naderiparizi Vasileios Lioutas J. Lavington ... Ke Zhang Setareh Dabiri Adam Scibior Berend Zwartsenberg Frank Wood DiffM 87 2 0 12 Feb 2024
Towards a mathematical theory for consistency training in diffusion models Gen Li Zhihan Huang Yuting Wei 117 18 0 12 Feb 2024
Score-based Diffusion Models via Stochastic Differential Equations -- a Technical Tutorial Wenpin Tang Hanyang Zhao DiffM 125 27 0 12 Feb 2024
Towards Fast Stochastic Sampling in Diffusion Generative Models Kushagra Pandey Maja R. Rudolph Stephan Mandt DiffM 68 0 0 11 Feb 2024
Consistency Model is an Effective Posterior Sample Approximation for Diffusion Inverse Solvers Tongda Xu Ziran Zhu Jian Li Dailan He Yuanyuan Wang ... Ning Li Hongwei Qin Yan Wang Jingjing Liu Ya Zhang DiffM 93 5 0 09 Feb 2024
CLR-Face: Conditional Latent Refinement for Blind Face Restoration Using Score-Based Diffusion Models Maitreya Suin Rama Chellappa DiffM 68 4 0 08 Feb 2024
Scalable Diffusion Models with State Space Backbone Zhengcong Fei Mingyuan Fan Changqian Yu Junshi Huang 146 40 0 08 Feb 2024
MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesis Dewei Zhou You Li Fan Ma Zongxin Yang Yi Yang DiffM 96 61 0 08 Feb 2024
Blue noise for diffusion models Xingchang Huang Corentin Salaün C. N. Vasconcelos Christian Theobalt Cengiz Öztireli Gurprit Singh DiffM 89 11 0 07 Feb 2024
Breaking Free: How to Hack Safety Guardrails in Black-Box Diffusion Models! Shashank Kotyan Poyuan Mao Pin-Yu Chen Danilo Vasconcellos Vargas AAML DiffM 118 0 0 07 Feb 2024
AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based Policies Xixi Hu Bo Liu Xingchao Liu Qiang Liu 90 15 0 06 Feb 2024
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization Yang Jin Zhicheng Sun Kun Xu Kun Xu Liwei Chen ... Yuliang Liu Di Zhang Yang Song Kun Gai Yadong Mu VGen 115 51 0 05 Feb 2024
DisDet: Exploring Detectability of Backdoor Attack on Diffusion Models Yang Sui Huy Phan Jinqi Xiao Tian-Di Zhang Zijie Tang Cong Shi Yan Wang Yingying Chen Bo Yuan DiffM AAML 72 13 0 05 Feb 2024
ViewFusion: Learning Composable Diffusion Models for Novel View Synthesis Bernard Spiegl Andrea Perin Stéphane Deny Alexander Ilin DiffM 101 2 0 05 Feb 2024
Your Diffusion Model is Secretly a Certifiably Robust Classifier Huanran Chen Yinpeng Dong Shitong Shao Zhongkai Hao Xiao Yang Hang Su Jun Zhu DiffM 98 16 0 04 Feb 2024
Improving Diffusion Models for Inverse Problems Using Optimal Posterior Covariance Xinyu Peng Ziyang Zheng Wenrui Dai Nuoqian Xiao Chenglin Li Junni Zou Hongkai Xiong DiffM 166 23 0 03 Feb 2024
Precise Knowledge Transfer via Flow Matching Shitong Shao Zhiqiang Shen Linrui Gong Huanran Chen Xu Dai 77 2 0 03 Feb 2024
AnimateLCM: Accelerating the Animation of Personalized Diffusion Models and Adapters with Decoupled Consistency Learning Fu-Yun Wang Zhaoyang Huang Xiaoyu Shi Weikang Bian Guanglu Song Yu Liu Hongsheng Li 67 16 0 01 Feb 2024
Convergence Analysis for General Probability Flow ODEs of Diffusion Models in Wasserstein Distances Xuefeng Gao Lingjiong Zhu 130 21 0 31 Jan 2024
Topology-Aware Latent Diffusion for 3D Shape Generation Jiangbei Hu Ben Fei Baixin Xu Fei Hou Weidong Yang Shengfa Wang Na Lei Chen Qian Ying He 89 7 0 31 Jan 2024
Gradient-Free Score-Based Sampling Methods with Ensembles T. Bischoff B. Riel 77 1 0 31 Jan 2024
Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild Fanghua Yu Jinjin Gu Zheyuan Li Jinfan Hu Xiangtao Kong Xintao Wang Jingwen He Yu Qiao Chao Dong 113 157 0 24 Jan 2024
Expressive Acoustic Guitar Sound Synthesis with an Instrument-Specific Input Representation and Diffusion Outpainting Hounsu Kim Soonbeom Choi Juhan Nam 73 3 0 24 Jan 2024
Contractive Diffusion Probabilistic Models Wenpin Tang Hanyang Zhao DiffM 109 14 0 23 Jan 2024
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations Dogyun Park S. Kim Sojin Lee Hyunwoo J. Kim DiffM 102 8 0 23 Jan 2024
CCA: Collaborative Competitive Agents for Image Editing Tiankai Hang Shuyang Gu Dong Chen Xin Geng Baining Guo 170 5 0 23 Jan 2024
DITTO: Diffusion Inference-Time T-Optimization for Music Generation Cheng-i Wang Julian McAuley Taylor Berg-Kirkpatrick Nicholas J. Bryan DiffM 122 41 0 22 Jan 2024
Scalable High-Resolution Pixel-Space Image Synthesis with Hourglass Diffusion Transformers Katherine Crowson Stefan Andreas Baumann Alex Birch Tanishq Mathew Abraham Daniel Z. Kaplan Enrico Shippole 108 55 0 21 Jan 2024
Diffusion Model Conditioning on Gaussian Mixture Model and Negative Gaussian Mixture Gradient Weiguo Lu Xuan Wu Deng Ding Jinqiao Duan Jirong Zhuang Gangnan Yuan DiffM VLM 132 0 0 20 Jan 2024
Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior Zike Wu Pan Zhou Xuanyu Yi Xiaoding Yuan Hanwang Zhang DiffM 97 41 0 17 Jan 2024
Efficient generative adversarial networks using linear additive-attention Transformers Emilio Morales-Juarez Gibran Fuentes Pineda 113 3 0 17 Jan 2024
Fixed Point Diffusion Models Xingjian Bai Luke Melas-Kyriazi 73 3 0 16 Jan 2024
SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant Transformers Nanye Ma Mark Goldstein M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden Saining Xie DiffM 158 214 0 16 Jan 2024
Motion2VecSets: 4D Latent Vector Set Diffusion for Non-rigid Shape Reconstruction and Tracking Wei Cao Chang Luo Biao Zhang Matthias Nießner Jiapeng Tang DiffM 114 13 0 12 Jan 2024
Demystifying Variational Diffusion Models Fabio De Sousa Ribeiro Ben Glocker DiffM 95 0 0 11 Jan 2024