Diffusion Models

GPTKB entity

Statements (54)
Predicate Object
gptkbp:instanceOf Generative Model
gptkbp:application gptkb:Speech_Synthesis
Data Augmentation
Super-Resolution
Inpainting
Molecular Generation
gptkbp:basedOn gptkb:Markov_Process
gptkbp:category gptkb:Machine_Learning
gptkb:artificial_intelligence
gptkb:Unsupervised_Learning
Deep Learning
Generative Modeling
Probabilistic Models
gptkbp:citation https://arxiv.org/abs/1503.03585
https://arxiv.org/abs/2006.11239
https://arxiv.org/abs/2105.05233
https://arxiv.org/abs/2204.06125
gptkbp:developedBy gptkb:Google
gptkb:OpenAI
gptkb:Stability_AI
gptkbp:hasConcept Denoising Score Matching
Forward Diffusion Process
Noise Scheduling
Reverse Diffusion Process
https://www.w3.org/2000/01/rdf-schema#label Diffusion Models
gptkbp:introducedIn 2015
gptkbp:notableContributor gptkb:Prafulla_Dhariwal
gptkb:Jonathan_Ho
gptkb:Tim_Salimans
gptkb:Robin_Rombach
gptkb:Yang_Song
gptkbp:notableFor gptkb:Latent_Diffusion_Models
gptkb:Midjourney
gptkb:Stable_Diffusion
gptkb:DALL-E_2
gptkb:Imagen
gptkbp:openSource gptkb:Stable_Diffusion
gptkb:Hugging_Face_Diffusers
gptkb:OpenAI_Guided_Diffusion
gptkbp:popularizedBy gptkb:Denoising_Diffusion_Probabilistic_Models
Ho et al. 2020
gptkbp:relatedTo gptkb:Variational_Autoencoders
gptkb:Generative_Adversarial_Networks
gptkb:Score-Based_Generative_Models
gptkbp:trainer Maximum Likelihood Estimation
Denoising
gptkbp:usedIn Image Generation
Audio Generation
Text-to-Image Synthesis
Video Generation
gptkbp:bfsParent gptkb:Generative_Models
gptkb:Conference_on_Neural_Information_Processing_Systems_2023
gptkb:Jonathan_Ho
gptkbp:bfsLayer 7