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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"

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Title
Novel View Extrapolation with Video Diffusion Priors Kunhao Liu Ling Shao Shijian Lu VGen 142 4 0 21 Nov 2024
From Text to Pose to Image: Improving Diffusion Model Control and Quality Clément Bonnet Ariel N. Lee Franck Wertel Antoine Tamano Tanguy Cizain Pablo Ducru DiffM 126 0 0 19 Nov 2024
Enhancing Low Dose Computed Tomography Images Using Consistency Training Techniques Mahmut S. Gokmen Jie Zhang Ge Wang Jin Chen Cody Bumgardner DiffM 96 0 0 19 Nov 2024
Teaching Video Diffusion Model with Latent Physical Phenomenon Knowledge Qinglong Cao Ding Wang Xirui Li Yuntian Chen Chao Ma Xiaokang Yang DiffM VGen 160 2 0 18 Nov 2024
Conceptwm: A Diffusion Model Watermark for Concept Protection Liangqi Lei Keke Gai Jing Yu Liehuang Zhu Qi Wu WIGM 168 2 0 18 Nov 2024
Bag of Design Choices for Inference of High-Resolution Masked Generative Transformer Shitong Shao Zikai Zhou Tian Ye Lichen Bai Zhiqiang Xu Zeke Xie DiffM 125 0 0 16 Nov 2024
The Unreasonable Effectiveness of Guidance for Diffusion Models Tim Kaiser Nikolas Adaloglou M. Kollmann DiffM 141 1 0 15 Nov 2024
EgoVid-5M: A Large-Scale Video-Action Dataset for Egocentric Video Generation Xiaofeng Wang Kang Zhao Fan Liu Jiayu Wang Guosheng Zhao Xiaoyi Bao Zheng Hua Zhu Yingya Zhang Xingang Wang VGen 122 10 0 13 Nov 2024
Physics Informed Distillation for Diffusion Models Joshua Tian Jin Tee Kang Zhang Hee Suk Yoon Dhananjaya N. Gowda Chanwoo Kim Chang D. Yoo DiffM 100 6 0 13 Nov 2024
Diverse capability and scaling of diffusion and auto-regressive models when learning abstract rules Binxu Wang Jiaqi Shang Haim Sompolinsky DiffM 72 1 0 12 Nov 2024
Artificial Intelligence for Biomedical Video Generation Linyuan Li Jianing Qiu Anujit Saha Lin Li Poyuan Li Mengxian He Ziyu Guo Wu Yuan VGen 183 0 0 12 Nov 2024
GaussianAnything: Interactive Point Cloud Flow Matching For 3D Object Generation Yushi Lan Shangchen Zhou Zhaoyang Lyu Fangzhou Hong Shuai Yang Bo Dai Xingang Pan Chen Change Loy 3DGS 146 3 0 12 Nov 2024
Edify Image: High-Quality Image Generation with Pixel Space Laplacian Diffusion Models Nvidia : Yuval Atzmon Maciej Bala Yogesh Balaji ... Ting-Chun Wang Shuran Song Fangyin Wei Yu Zeng Qinsheng Zhang 107 9 0 11 Nov 2024
OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision Cong Wei Zheyang Xiong Weiming Ren Xinrun Du Ge Zhang Wenhu Chen 183 28 0 11 Nov 2024
Diffusion Sampling Correction via Approximately 10 Parameters Guangyi Wang Wei Peng Lijiang Li Wenyu Chen Yuren Cai Songzhi Su DiffM 124 0 0 10 Nov 2024
Scalable, Tokenization-Free Diffusion Model Architectures with Efficient Initial Convolution and Fixed-Size Reusable Structures for On-Device Image Generation Sanchar Palit Sathya Veera Reddy Dendi Mallikarjuna Talluri Raj Narayana Gadde 78 0 0 09 Nov 2024
A Modular Conditional Diffusion Framework for Image Reconstruction Magauiya Zhussip Iaroslav Koshelev Stamatis Lefkimmiatis DiffM 56 0 0 08 Nov 2024
AsCAN: Asymmetric Convolution-Attention Networks for Efficient Recognition and Generation Anil Kag Huseyin Coskun Jierun Chen Junli Cao Willi Menapace Aliaksandr Siarohin Sergey Tulyakov Jian Ren 95 3 0 07 Nov 2024
SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation Koichi Namekata Sherwin Bahmani Ziyi Wu Yash Kant Igor Gilitschenski David B. Lindell VGen 177 16 0 07 Nov 2024
On Improved Conditioning Mechanisms and Pre-training Strategies for Diffusion Models Tariq Berrada Ifriqi Pietro Astolfi Melissa Hall Reyhane Askari Hemmat Yohann Benchetrit ... Matthew Muckley Karteek Alahari Adriana Romero Soriano Jakob Verbeek M. Drozdzal AI4CE VLM 142 4 0 05 Nov 2024
Enhancing Adversarial Robustness via Uncertainty-Aware Distributional Adversarial Training Junhao Dong Xinghua Qu Zhiyuan Wang Yew-Soon Ong AAML 98 1 0 05 Nov 2024
How much is a noisy image worth? Data Scaling Laws for Ambient Diffusion Giannis Daras Yeshwanth Cherapanamjeri Constantinos Daskalakis DiffM 101 10 0 05 Nov 2024
Compositional simulation-based inference for time series Manuel Gloeckler S. Toyota Kenji Fukumizu Jakob H Macke 118 4 0 05 Nov 2024
Fast and Memory-Efficient Video Diffusion Using Streamlined Inference Zheng Zhan Yushu Wu Yifan Gong Zichong Meng Zhenglun Kong Changdi Yang Geng Yuan Pu Zhao Wei Niu Yanzhi Wang VGen 71 5 0 02 Nov 2024
Constant Acceleration Flow Dogyun Park Sojin Lee S. Kim Taehoon Lee Youngjoon Hong Hyunwoo J. Kim 110 3 0 01 Nov 2024
Bridging Geometric States via Geometric Diffusion Bridge Shengjie Luo Yixian Xu Di He Shuxin Zheng Tie-Yan Liu Liwei Wang 75 0 0 31 Oct 2024
Understanding Generalizability of Diffusion Models Requires Rethinking the Hidden Gaussian Structure Xiang Li Yixiang Dai Qing Qu DiffM AI4CE 104 16 0 31 Oct 2024
Denoising Diffusion Models for Anomaly Localization in Medical Images Cosmin I. Bercea P. Cattin Julia A. Schnabel J. Wolleb DiffM MedIm 76 1 0 31 Oct 2024
Disentangling Disentangled Representations: Towards Improved Latent Units via Diffusion Models Youngjun Jun Jiwoo Park Kyobin Choo Tae Eun Choi Seong Jae Hwang CoGe 119 0 0 31 Oct 2024
How Do Flow Matching Models Memorize and Generalize in Sample Data Subspaces? Weiguo Gao Ming Li OOD 99 3 0 31 Oct 2024
FlowDCN: Exploring DCN-like Architectures for Fast Image Generation with Arbitrary Resolution Shuai Wang Zexian Li Tianhui Song Xubin Li Tiezheng Ge Bo Zheng Liwen Wang 116 3 0 30 Oct 2024
Consistency Diffusion Bridge Models Guande He Kaiwen Zheng Jianfei Chen Fan Bao Jun-Jie Zhu DiffM 126 5 0 30 Oct 2024
ET-Flow: Equivariant Flow-Matching for Molecular Conformer Generation Majdi Hassan Nikhil Shenoy Jungyoon Lee Hannes Stärk Stephan Thaler Dominique Beaini 96 12 0 29 Oct 2024
Variational inference for pile-up removal at hadron colliders with diffusion models M. Algren C. Pollard J. A. Raine T. Golling 100 0 0 29 Oct 2024
Diffusion-nested Auto-Regressive Synthesis of Heterogeneous Tabular Data Hengrui Zhang Liancheng Fang Qitian Wu Philip S. Yu DiffM LMTD 80 3 0 28 Oct 2024
One-Step Diffusion Policy: Fast Visuomotor Policies via Diffusion Distillation Zhendong Wang Zhiyu Li Ajay Mandlekar Zhenjia Xu Jiaojiao Fan ... Yuke Zhu Yogesh Balaji Mingyuan Zhou Xuan Li Yu Zeng 112 18 0 28 Oct 2024
Novel Object Synthesis via Adaptive Text-Image Harmony Zeren Xiong Zedong Zhang Zikun Chen Shuo Chen Xianrui Li Gan Sun Jian Yang Jun Li DiffM 97 4 0 28 Oct 2024
Shallow Diffuse: Robust and Invisible Watermarking through Low-Dimensional Subspaces in Diffusion Models Wenda Li Huijie Zhang Qing Qu WIGM 109 2 0 28 Oct 2024
One-Step is Enough: Sparse Autoencoders for Text-to-Image Diffusion Models Viacheslav Surkov Chris Wendler Antonio Mari Mikhail Terekhov Justin Deschenaux Robert West Çağlar Gülçehre David Bau VLM 132 14 0 28 Oct 2024
Exploring the Design Space of Diffusion Bridge Models Shaorong Zhang Yuanbin Cheng Xianghao Kong 63 1 0 28 Oct 2024
David and Goliath: Small One-step Model Beats Large Diffusion with Score Post-training Weijian Luo C. Zhang Debing Zhang Zhengyang Geng 101 4 0 28 Oct 2024
TurboHopp: Accelerated Molecule Scaffold Hopping with Consistency Models Kiwoong Yoo Owen Oertell Junhyun Lee Sanghoon Lee Jaewoo Kang 84 0 0 28 Oct 2024
On learning higher-order cumulants in diffusion models Gert Aarts Diaa E. Habibi Lei Wang K. Zhou 104 5 0 28 Oct 2024
TabDiff: a Multi-Modal Diffusion Model for Tabular Data Generation Juntong Shi Minkai Xu Harper Hua Hengrui Zhang Stefano Ermon J. Leskovec DiffM 47 1 0 27 Oct 2024
Hamiltonian Score Matching and Generative Flows Peter Holderrieth Yilun Xu Tommi Jaakkola 59 0 0 27 Oct 2024
Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model Jing Zhang Linjiajie Fang Kexin Shi Wenjia Wang Bing-Yi Jing OffRL 172 0 0 27 Oct 2024
Equivariant Blurring Diffusion for Hierarchical Molecular Conformer Generation Jiwoong Park Yang Shen DiffM 107 1 0 26 Oct 2024
Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series Ilan Naiman Nimrod Berman Itai Pemper Idan Arbiv Gal Fadlon Omri Azencot 94 15 0 25 Oct 2024
Flow Generator Matching Zemin Huang Zhengyang Geng Weijian Luo Guo-Jun Qi 125 11 0 25 Oct 2024
Learned Reference-based Diffusion Sampling for multi-modal distributions Maxence Noble Louis Grenioux Marylou Gabrié Alain Durmus DiffM 138 6 0 25 Oct 2024