Generative Adversarial Networks

GPTKB entity

Predicate	Object
gptkbp:instanceOf	gptkb:model
gptkbp:abbreviation	gptkb:GANs
gptkbp:application	gptkb:artificial_intelligence computer vision natural language processing medical imaging audio synthesis
gptkbp:author	gptkb:Aaron_Courville gptkb:Ian_Goodfellow gptkb:Yoshua_Bengio gptkb:Bing_Xu gptkb:Jean_Pouget-Abadie gptkb:Mehdi_Mirza gptkb:Sherjil_Ozair gptkb:David_Warde-Farley
gptkbp:basedOn	game theory
gptkbp:challenge	mode collapse non-convergence training instability
gptkbp:citation	gptkb:Generative_Adversarial_Nets gptkb:NeurIPS_2014
gptkbp:consistsOf	generator discriminator
https://www.w3.org/2000/01/rdf-schema#label	Generative Adversarial Networks
gptkbp:influenced	diffusion models transformer-based generative models
gptkbp:influencedBy	neural networks probabilistic modeling
gptkbp:introduced	gptkb:Ian_Goodfellow
gptkbp:introducedIn	2014
gptkbp:notableVariant	gptkb:BigGAN gptkb:Conditional_GAN gptkb:DCGAN gptkb:Progressive_GAN gptkb:StyleGAN gptkb:Wasserstein_GAN gptkb:CycleGAN gptkb:Pix2Pix
gptkbp:objective	minimax loss
gptkbp:openSource	gptkb:TensorFlow gptkb:Keras gptkb:PyTorch
gptkbp:relatedTo	deep learning unsupervised learning
gptkbp:trainer	adversarial training
gptkbp:usedFor	image generation data augmentation anomaly detection image-to-image translation super-resolution text-to-image synthesis video generation
gptkbp:bfsParent	gptkb:Ian_Goodfellow
gptkbp:bfsLayer	5