2022年11月100篇 diffusion models 扩散模型 汇总！
在生成图像方面，自从NIPS 2014的一篇开山之作：
Generative Adversarial Nets
论文：https://proceedings.neurips.cc/paper/2014/file/5ca3e9b122f61f8f06494c97b1afccf3-Paper.pdf
代码：GitHub - eriklindernoren/PyTorch-GAN: PyTorch implementations of Generative Adversarial Networks.之后，GAN已成主流方法，直到一篇基于扩散模型(diffusion models)的图像生成方法：
Diffusion Models Beat GANs on Image Synthesis
论文：https://proceedings.neurips.cc/paper/2021/file/49ad23d1ec9fa4bd8d77d02681df5cfa-Paper.pdf
代码：GitHub - openai/guided-diffusion
横空出世之后，基于扩散模型的图像生成方法如雨后春笋般涌现，下面整理100篇相关论文：
001 (2022-11-30) Maximum Likelihood Estimation for a Markov-Modulated Jump-Diffusion Model
https://arxiv.org/pdf/2211.17220.pdf
002 (2022-11-27) Diffusion Probabilistic Model Made Slim
https://arxiv.org/pdf/2211.17106.pdf
003 (2022-11-28) Refining Generative Process with Discriminator Guidance in Score-based Diffusion Models
https://arxiv.org/pdf/2211.17091.pdf
004 (2022-11-30) High-Fidelity Guided Image Synthesis with Latent Diffusion Models
https://arxiv.org/pdf/2211.17084.pdf
005 (2022-11-30) Modelling of Spintronic Terahertz Emitters as a function of spin generation and diffusion geometry
https://arxiv.org/pdf/2211.16783.pdf
006 (2022-11-30) Score-based Continuous-time Discrete Diffusion Models
https://arxiv.org/pdf/2211.16750.pdf
007 (2022-11-29) SinDDM A Single Image Denoising Diffusion Model
https://arxiv.org/pdf/2211.16582.pdf
008 (2022-11-29) DiffPose Multi-hypothesis Human Pose Estimation using Diffusion models
https://arxiv.org/pdf/2211.16487.pdf
009 (2022-11-29) DATID-3D Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model
https://arxiv.org/pdf/2211.16374.pdf
010 (2022-11-29) Wavelet Diffusion Models are fast and scalable Image Generators
https://arxiv.org/pdf/2211.16152.pdf
011 (2022-11-29) Implementation of Bounded Diffusion Impedance in a Model Pyeis to Correctly Simulate Flow Gradient on Channel-Electrode in Microfluidics
https://arxiv.org/pdf/2211.16148.pdf
012 (2022-11-28) Post-training Quantization on Diffusion Models
https://arxiv.org/pdf/2211.15736.pdf
013 (2022-11-21) Investigating Prompt Engineering in Diffusion Models
https://arxiv.org/pdf/2211.15462.pdf
014 (2022-11-30) Bayesian analysis of diffusion-driven multi-type epidemic models with application to COVID-19
https://arxiv.org/pdf/2211.15229.pdf
015 (2022-11-30) DiffusionBERT Improving Generative Masked Language Models with Diffusion Models
https://arxiv.org/pdf/2211.15029.pdf
016 (2022-11-27) OBMeshfree An optimization-based meshfree solver for nonlocal diffusion and peridynamics models
https://arxiv.org/pdf/2211.14953.pdf
017 (2022-11-26) A Physics-informed Diffusion Model for High-fidelity Flow Field Reconstruction
https://arxiv.org/pdf/2211.14680.pdf
018 (2022-11-25) Comparison Between Mean-Variance and Monotone Mean-Variance Preferences Under Jump Diffusion and Stochastic Factor Model
https://arxiv.org/pdf/2211.14473.pdf
019 (2022-11-25) Diffusion coefficient of a Brownian particle in equilibrium and nonequilibrium Einstein model and beyond
https://arxiv.org/pdf/2211.14190.pdf
020 (2022-11-25) Latent Space Diffusion Models of Cryo-EM Structures
https://arxiv.org/pdf/2211.14169.pdf
021 (2022-11-25) 3DDesigner Towards Photorealistic 3D Object Generation and Editing with Text-guided Diffusion Models
https://arxiv.org/pdf/2211.14108.pdf
022 (2022-11-24) JigsawPlan Room Layout Jigsaw Puzzle Extreme Structure from Motion using Diffusion Models
https://arxiv.org/pdf/2211.13785.pdf
023 (2022-11-24) Sketch-Guided Text-to-Image Diffusion Models
https://arxiv.org/pdf/2211.13752.pdf
024 (2022-11-24) Fast Sampling of Diffusion Models via Operator Learning
https://arxiv.org/pdf/2211.13449.pdf
025 (2022-11-23) Improving dermatology classifiers across populations using images generated by large diffusion models
https://arxiv.org/pdf/2211.13352.pdf
026 (2022-11-23) HouseDiffusion Vector Floorplan Generation via a Diffusion Model with Discrete and Continuous Denoising
https://arxiv.org/pdf/2211.13287.pdf
027 (2022-11-23) Paint by Example Exemplar-based Image Editing with Diffusion Models
https://arxiv.org/pdf/2211.13227.pdf
028 (2022-11-23) Peekaboo Text to Image Diffusion Models are Zero-Shot Segmentors
https://arxiv.org/pdf/2211.13224.pdf
029 (2022-11-23) Latent Video Diffusion Models for High-Fidelity Video Generation with Arbitrary Lengths
https://arxiv.org/pdf/2211.13221.pdf
030 (2022-11-23) Tetrahedral Diffusion Models for 3D Shape Generation
https://arxiv.org/pdf/2211.13220.pdf
031 (2022-11-23) Inversion-Based Creativity Transfer with Diffusion Models
https://arxiv.org/pdf/2211.13203.pdf
032 (2022-11-23) Schrödinger's Bat Diffusion Models Sometimes Generate Polysemous Words in Superposition
https://arxiv.org/pdf/2211.13095.pdf
033 (2022-11-22) Person Image Synthesis via Denoising Diffusion Model
https://arxiv.org/pdf/2211.12500.pdf
034 (2022-11-22) SinDiffusion Learning a Diffusion Model from a Single Natural Image
https://arxiv.org/pdf/2211.12445.pdf
035 (2022-11-22) Can denoising diffusion probabilistic models generate realistic astrophysical fields
https://arxiv.org/pdf/2211.12444.pdf
036 (2022-11-19) Diffusion Model Based Posterior Sampling for Noisy Linear Inverse Problems
https://arxiv.org/pdf/2211.12343.pdf
037 (2022-11-22) DOLCE A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction
https://arxiv.org/pdf/2211.12340.pdf
038 (2022-11-22) Bayesian estimation in a multidimensional diffusion model with high frequency data
https://arxiv.org/pdf/2211.12267.pdf
039 (2022-11-22) DiffDreamer Consistent Single-view Perpetual View Generation with Conditional Diffusion Models
https://arxiv.org/pdf/2211.12131.pdf
040 (2022-11-21) SinFusion Training Diffusion Models on a Single Image or Video
https://arxiv.org/pdf/2211.11743.pdf
041 (2022-11-21) Exploring Discrete Diffusion Models for Image Captioning
https://arxiv.org/pdf/2211.11694.pdf
042 (2022-11-21) VectorFusion Text-to-SVG by Abstracting Pixel-Based Diffusion Models
https://arxiv.org/pdf/2211.11319.pdf
043 (2022-11-21) Optimal decay rate for the generalized Oldroyd-B model with only stress tensor diffusion in $\mathbb{R}^2$
https://arxiv.org/pdf/2211.11199.pdf
044 (2022-11-20) MagicVideo Efficient Video Generation With Latent Diffusion Models
https://arxiv.org/pdf/2211.11018.pdf
045 (2022-11-20) Non-equilibrium diffusion limit of the compressible Navier-Stokes-Fourier-P1 approximation model at low Mach number general initial data case
https://arxiv.org/pdf/2211.10970.pdf
046 (2022-11-20) Synthesizing Coherent Story with Auto-Regressive Latent Diffusion Models
https://arxiv.org/pdf/2211.10950.pdf
047 (2022-11-20) Microstructure reconstruction using diffusion-based generative models
https://arxiv.org/pdf/2211.10949.pdf
048 (2022-11-19) Parallel Diffusion Models of Operator and Image for Blind Inverse Problems
https://arxiv.org/pdf/2211.10656.pdf
049 (2022-11-19) Solving 3D Inverse Problems using Pre-trained 2D Diffusion Models
https://arxiv.org/pdf/2211.10655.pdf
050 (2022-11-18) A Structure-Guided Diffusion Model for Large-Hole Diverse Image Completion
https://arxiv.org/pdf/2211.10437.pdf
051 (2022-11-18) Patch-Based Denoising Diffusion Probabilistic Model for Sparse-View CT Reconstruction
https://arxiv.org/pdf/2211.10388.pdf
052 (2022-11-17) Conffusion Confidence Intervals for Diffusion Models
https://arxiv.org/pdf/2211.09795.pdf
053 (2022-11-17) Null-text Inversion for Editing Real Images using Guided Diffusion Models
https://arxiv.org/pdf/2211.09794.pdf
054 (2022-11-17) DiffusionDet Diffusion Model for Object Detection
https://arxiv.org/pdf/2211.09788.pdf
055 (2022-11-17) Listen denoise action Audio-driven motion synthesis with diffusion models
https://arxiv.org/pdf/2211.09707.pdf
056 (2022-11-17) Any-speaker Adaptive Text-To-Speech Synthesis with Diffusion Models
https://arxiv.org/pdf/2211.09383.pdf
057 (2022-11-16) Asymptotic behaviour of a conservative reaction-diffusion system associated with a Markov process algebra model
https://arxiv.org/pdf/2211.09298.pdf
058 (2022-11-16) Ground state baryons in the flux-tube three-body confinement model using Diffusion Monte Carlo
https://arxiv.org/pdf/2211.09021.pdf
059 (2022-11-16) Brain PET Synthesis from MRI Using Joint Probability Distribution of Diffusion Model at Ultrahigh Fields
https://arxiv.org/pdf/2211.08901.pdf
060 (2022-11-15) CaDM Codec-aware Diffusion Modeling for Neural-enhanced Video Streaming
https://arxiv.org/pdf/2211.08428.pdf
061 (2022-11-20) Versatile Diffusion Text Images and Variations All in One Diffusion Model
https://arxiv.org/pdf/2211.08332.pdf
062 (2022-11-14) Direct Inversion Optimization-Free Text-Driven Real Image Editing with Diffusion Models
https://arxiv.org/pdf/2211.07825.pdf
063 (2022-11-14) Diffusion Models for Medical Image Analysis A Comprehensive Survey
https://arxiv.org/pdf/2211.07804.pdf
064 (2022-11-14) Extreme Generative Image Compression by Learning Text Embedding from Diffusion Models
https://arxiv.org/pdf/2211.07793.pdf
065 (2022-11-14) Denoising Diffusion Models for Out-of-Distribution Detection
https://arxiv.org/pdf/2211.07740.pdf
066 (2022-11-14) Cosmological constraints on unimodular gravity models with diffusion
https://arxiv.org/pdf/2211.07424.pdf
067 (2022-11-14) Modelling diffusive transport of particles interacting with slit nanopore walls The case of fullerenes in toluene filled alumina pores
https://arxiv.org/pdf/2211.07414.pdf
068 (2022-11-14) Seeing Beyond the Brain Conditional Diffusion Model with Sparse Masked Modeling for Vision Decoding
https://arxiv.org/pdf/2211.06956.pdf
069 (2022-11-14) A simple reaction-diffusion system as a model for the origin of chemotaxis
https://arxiv.org/pdf/2211.06933.pdf
070 (2022-11-12) DriftRec Adapting diffusion models to blind image restoration tasks
https://arxiv.org/pdf/2211.06757.pdf
071 (2022-11-12) Self-diffusion and shear viscosity for the TIP4P/Ice water model
https://arxiv.org/pdf/2211.06713.pdf
072 (2022-11-10) Generating astronomical spectra from photometry with conditional diffusion models
https://arxiv.org/pdf/2211.05556.pdf
073 (2022-11-19) Safe Latent Diffusion Mitigating Inappropriate Degeneration in Diffusion Models
https://arxiv.org/pdf/2211.05105.pdf
074 (2022-11-9) Modelling the magnetic structure of a large-scale horse-shoe-like filament in a decaying and diffuse active region
https://arxiv.org/pdf/2211.04842.pdf
075 (2022-11-9) CLT for NESS of a reaction-diffusion model
https://arxiv.org/pdf/2211.04835.pdf
076 (2022-11-8) Strong-Lensing Source Reconstruction with Denoising Diffusion Restoration Models
https://arxiv.org/pdf/2211.04365.pdf
077 (2022-11-8) Unsupervised vocal dereverberation with diffusion-based generative models
https://arxiv.org/pdf/2211.04124.pdf
078 (2022-11-7) Network Diffusion Model Reveals Recovery Multipliers and Heterogeneous Spatial Effects in Post-Disaster Community Recovery
https://arxiv.org/pdf/2211.03826.pdf
079 (2022-11-7) From Denoising Diffusions to Denoising Markov Models
https://arxiv.org/pdf/2211.03595.pdf
080 (2022-11-25) Medical Diffusion -- Denoising Diffusion Probabilistic Models for 3D Medical Image Generation
https://arxiv.org/pdf/2211.03364.pdf
081 (2022-11-11) Few-shot Image Generation with Diffusion Models
https://arxiv.org/pdf/2211.03264.pdf
082 (2022-11-4) The diffusive eco-epidemiological prey-predator model with infectious diseases in prey
https://arxiv.org/pdf/2211.02805.pdf
083 (2022-11-4) Modeling Temporal Data as Continuous Functions with Process Diffusion
https://arxiv.org/pdf/2211.02590.pdf
084 (2022-11-4) NoreSpeech Knowledge Distillation based Conditional Diffusion Model for Noise-robust Expressive TTS
https://arxiv.org/pdf/2211.02448.pdf
085 (2022-10-24) A Spatially Distributed Model of Brain Metabolism Highlights the Role of Diffusion in Brain Energy Metabolism
https://arxiv.org/pdf/2211.02182.pdf
086 (2022-11-15) Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models
https://arxiv.org/pdf/2211.02048.pdf
087 (2022-11-2) An optimal control perspective on diffusion-based generative modeling
https://arxiv.org/pdf/2211.01364.pdf
088 (2022-11-16) eDiff-I Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers
https://arxiv.org/pdf/2211.01324.pdf
089 (2022-11-4) Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems
https://arxiv.org/pdf/2211.01323.pdf
090 (2022-11-2) Closing the Loop on Morphogenesis A Mathematical Model of Morphogenesis by Closed-Loop Reaction-Diffusion
https://arxiv.org/pdf/2211.01313.pdf
091 (2022-11-2) DPM-Solver++ Fast Solver for Guided Sampling of Diffusion Probabilistic Models
https://arxiv.org/pdf/2211.01095.pdf
092 (2022-11-2) Spot the fake lungs Generating Synthetic Medical Images using Neural Diffusion Models
https://arxiv.org/pdf/2211.00902.pdf
093 (2022-11-1) On the detection of synthetic images generated by diffusion models
https://arxiv.org/pdf/2211.00680.pdf
094 (2022-11-30) MedSegDiff Medical Image Segmentation with Diffusion Probabilistic Model
https://arxiv.org/pdf/2211.00611.pdf
095 (2022-11-1) DOLPH Diffusion Models for Phase Retrieval
https://arxiv.org/pdf/2211.00529.pdf
096 (2022-11-1) DensePure Understanding Diffusion Models towards Adversarial Robustness
https://arxiv.org/pdf/2211.00322.pdf
097 (2022-10-31) SSD-LM Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control
https://arxiv.org/pdf/2210.17432.pdf
098 (2022-10-26) Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation
https://arxiv.org/pdf/2210.17408.pdf
099 (2022-10-31) The Fusion-by-Diffusion model as a tool to calculate cross sections for the production of superheavy nuclei
https://arxiv.org/pdf/2210.17214.pdf
100 (2022-10-31) Diffusion models for missing value imputation in tabular data
https://arxiv.org/pdf/2210.17128.pdf
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