On the Design Fundamentals of Diffusion Models: A Survey

7 June 2023

Hubert P. H. Shum

Papers citing "On the Design Fundamentals of Diffusion Models: A Survey"

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Title
SoccerDiffusion: Toward Learning End-to-End Humanoid Robot Soccer from Gameplay Recordings Florian Vahl Jörn Griepenburg Jan Gutsche Jasper Güldenstein Jianwei Zhang VGen 39 0 0 29 Apr 2025
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment Ruisheng Han Kanglei Zhou Amir Atapour-Abarghouei Xiaohui Liang Hubert P. H. Shum CML 58 0 0 31 Mar 2025
Offline Model-Based Optimization: Comprehensive Review Minsu Kim Jiayao Gu Ye Yuan Taeyoung Yun Z. Liu Yoshua Bengio Can Chen OffRL 51 2 0 21 Mar 2025
BP-SGCN: Behavioral Pseudo-Label Informed Sparse Graph Convolution Network for Pedestrian and Heterogeneous Trajectory Prediction Ruochen Li Stamos Katsigiannis Tae-Kyun Kim Hubert P. H. Shum 81 1 0 20 Feb 2025
Control of Overfitting with Physics Sergei V. Kozyrev Ilya A Lopatin Alexander N Pechen AI4CE 71 0 0 14 Dec 2024
Adaptive Graph Learning from Spatial Information for Surgical Workflow Anticipation Francis Xiatian Zhang Jingjing Deng Robert Lieck Hubert P. H. Shum 62 0 0 09 Dec 2024
SEM-Net: Efficient Pixel Modelling for image inpainting with Spatially Enhanced SSM Shuang Chen Haozheng Zhang Amir Atapour-Abarghouei Hubert P. H. Shum 30 0 0 10 Nov 2024
Data Augmentation via Diffusion Model to Enhance AI Fairness Christina Hastings Blow Lijun Qian Camille Gibson Pamela Obiomon Xishuang Dong DiffM 24 0 0 20 Oct 2024
Diffusion Model Predictive Control Guangyao Zhou Sivaramakrishnan Swaminathan Rajkumar Vasudeva Raju J. S. Guntupalli Wolfgang Lehrach Joseph Ortiz Antoine Dedieu Miguel Lázaro-Gredilla Kevin P. Murphy 27 6 0 07 Oct 2024
One-Index Vector Quantization Based Adversarial Attack on Image Classification Haiju Fan Xiaona Qin Shuang Chen Hubert P. H. Shum Ming Li 13 0 0 02 Sep 2024
UV-free Texture Generation with Denoising and Geodesic Heat Diffusions Simone Foti S. Zafeiriou Tolga Birdal 29 0 0 29 Aug 2024
ST-SACLF: Style Transfer Informed Self-Attention Classifier for Bias-Aware Painting Classification Mridula Vijendran Frederick W. B. Li Jingjing Deng Hubert P. H. Shum 38 0 0 03 Aug 2024
MxT: Mamba x Transformer for Image Inpainting Shuang Chen Amir Atapour-Abarghouei Haozheng Zhang Hubert P. H. Shum Mamba 21 2 0 23 Jul 2024
Diffusion Models and Representation Learning: A Survey Michael Fuest Pingchuan Ma Ming Gui Johannes S. Fischer Vincent Tao Hu Bjorn Ommer DiffM 24 19 0 30 Jun 2024
Diffusion Model-Based Video Editing: A Survey Wenhao Sun Rong-Cheng Tu Jingyi Liao Dacheng Tao VGen 55 20 0 26 Jun 2024
Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey Thai-Hoc Vu Senthil Kumar Jagatheesaperumal Minh-Duong Nguyen Nguyen Van Huynh Sunghwan Kim Viet Quoc Pham 20 0 0 30 May 2024
Lane Segmentation Refinement with Diffusion Models Antonio Ruiz Andrew Melnik Dong Wang Helge J. Ritter DiffM 49 3 0 01 May 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 23 7 0 29 Apr 2024
CutDiffusion: A Simple, Fast, Cheap, and Strong Diffusion Extrapolation Method Mingbao Lin Zhihang Lin Wengyi Zhan Liujuan Cao Rongrong Ji 27 7 0 23 Apr 2024
Fault Detection in Mobile Networks Using Diffusion Models Mohamad Nabeel Doumitrou Daniil Nimara Tahar Zanouda 19 0 0 14 Apr 2024
HINT: High-quality INPainting Transformer with Mask-Aware Encoding and Enhanced Attention Shuang Chen Amir Atapour-Abarghouei Hubert P. H. Shum ViT 33 10 0 22 Feb 2024
The Uncanny Valley: A Comprehensive Analysis of Diffusion Models Karam Ghanem Danilo Bzdok DiffM 23 0 0 20 Feb 2024
MotionMix: Weakly-Supervised Diffusion for Controllable Motion Generation Nhat M. Hoang Kehong Gong Chuan Guo Michael Bi Mi DiffM 19 7 0 20 Jan 2024
The Rise of Diffusion Models in Time-Series Forecasting Caspar Meijer Lydia Y. Chen DiffM AI4TS 21 8 0 05 Jan 2024
Consistent Mesh Diffusion Julian Knodt Xifeng Gao 22 3 0 01 Dec 2023
Correlation-Distance Graph Learning for Treatment Response Prediction from rs-fMRI Xiatian Zhang Sisi Zheng Hubert P. H. Shum Haozheng Zhang Nan Song Mingkang Song Hongxiao Jia 27 1 0 17 Nov 2023
U3DS $^3$ : Unsupervised 3D Semantic Scene Segmentation Jiaxu Liu Zhengdi Yu T. Breckon Hubert P. H. Shum 3DPC 16 7 0 10 Nov 2023
Unaligned 2D to 3D Translation with Conditional Vector-Quantized Code Diffusion using Transformers Abril Corona-Figueroa Sam Bond-Taylor Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon Hubert P. H. Shum Chris G. Willcocks DiffM 15 1 0 27 Aug 2023
Hard No-Box Adversarial Attack on Skeleton-Based Human Action Recognition with Skeleton-Motion-Informed Gradient Zhengzhi Lu He-Nan Wang Ziyi Chang Guoan Yang Hubert P. H. Shum AAML 29 10 0 10 Aug 2023
An Overview about Emerging Technologies of Autonomous Driving Yu Huang Yue Chen Zijiang Yang AI4CE 23 6 0 23 Jun 2023
Can We Trust Explainable AI Methods on ASR? An Evaluation on Phoneme Recognition Xiao-lan Wu P. Bell A. Rajan 11 5 0 29 May 2023
DiffusionNER: Boundary Diffusion for Named Entity Recognition Yongliang Shen Kaitao Song Xuejiao Tan Dongsheng Li Weiming Lu Y. Zhuang DiffM 45 33 0 22 May 2023
To smooth a cloud or to pin it down: Guarantees and Insights on Score Matching in Denoising Diffusion Models Francisco Vargas Teodora Reu A. Kerekes Michael M Bronstein DiffM 27 4 0 16 May 2023
AR-Diffusion: Auto-Regressive Diffusion Model for Text Generation Tong Wu Zhihao Fan Xiao Liu Yeyun Gong Yelong Shen ... Juntao Li Zhongyu Wei Jian Guo Nan Duan Weizhu Chen VLM 74 22 0 16 May 2023
End-to-End Diffusion Latent Optimization Improves Classifier Guidance Bram Wallace Akash Gokul Stefano Ermon Nikhil Naik 110 53 0 23 Mar 2023
GlueGen: Plug and Play Multi-modal Encoders for X-to-image Generation Can Qin Ning Yu Chen Xing Shu Zhen Zhang Zeyuan Chen Stefano Ermon Yun Fu Caiming Xiong Ran Xu DiffM 22 19 0 17 Mar 2023
One Transformer Fits All Distributions in Multi-Modal Diffusion at Scale Fan Bao Shen Nie Kaiwen Xue Chongxuan Li Shiliang Pu Yaole Wang Gang Yue Yue Cao Hang Su Jun Zhu DiffM 188 147 0 12 Mar 2023
Diffusion Models are Minimax Optimal Distribution Estimators Kazusato Oko Shunta Akiyama Taiji Suzuki DiffM 58 84 0 03 Mar 2023
On Calibrating Diffusion Probabilistic Models Tianyu Pang Cheng Lu Chao Du Min-Bin Lin Shuicheng Yan Zhijie Deng DiffM 25 2 0 21 Feb 2023
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few Labels Zebin You Yong Zhong Fan Bao Jiacheng Sun Chongxuan Li Jun Zhu DiffM VLM 187 35 0 21 Feb 2023
Diffusion Models in Bioinformatics: A New Wave of Deep Learning Revolution in Action Zhiye Guo Jian Liu Yanli Wang Mengrui Chen Duolin Wang Dong Xu Jianlin Cheng MedIm AI4CE DiffM 40 22 0 13 Feb 2023
DensePure: Understanding Diffusion Models towards Adversarial Robustness Chaowei Xiao Zhongzhu Chen Kun Jin Jiong Wang Weili Nie Mingyan D. Liu Anima Anandkumar Bo-wen Li D. Song DiffM 27 33 0 01 Nov 2022
Score-based Denoising Diffusion with Non-Isotropic Gaussian Noise Models Vikram S. Voleti Christopher Pal Adam M. Oberman DiffM 47 17 0 21 Oct 2022
Conditional Diffusion with Less Explicit Guidance via Model Predictive Control Max W. Shen Ehsan Hajiramezanali Gabriele Scalia Alex Tseng N. Diamant Tommaso Biancalani Andreas Loukas 26 1 0 21 Oct 2022
CLIP-Diffusion-LM: Apply Diffusion Model on Image Captioning Shi-You Xu VLM DiffM 22 11 0 10 Oct 2022
Human Motion Diffusion Model Guy Tevet Sigal Raab Brian Gordon Yonatan Shafir Daniel Cohen-Or Amit H. Bermano DiffM VGen 177 713 0 29 Sep 2022
Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions Sitan Chen Sinho Chewi Jungshian Li Yuanzhi Li Adil Salim Anru R. Zhang DiffM 123 245 0 22 Sep 2022
Soft Diffusion: Score Matching for General Corruptions Giannis Daras M. Delbracio Hossein Talebi A. Dimakis P. Milanfar DiffM 55 105 0 12 Sep 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 186 1,098 0 10 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 211 1,277 0 02 Sep 2022