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