generative adversarial networks

URI: https://gptkb.org/entity/generative_adversarial_networks

GPTKB entity

Statements (63)

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:challenge	mode collapse evaluation difficulty non-convergence training instability
gptkbp:component	gptkb:convolutional_neural_network fake data latent space real data
gptkbp:consistsOf	generator discriminator
https://www.w3.org/2000/01/rdf-schema#label	generative adversarial networks
gptkbp:impact	AI art data privacy concerns deepfake technology synthetic media
gptkbp:inspiredBy	game theory minimax optimization
gptkbp:introduced	gptkb:Ian_Goodfellow
gptkbp:introducedIn	2014
gptkbp:lossFunction	minimax loss
gptkbp:notablePublication	gptkb:A_Style-Based_Generator_Architecture_for_Generative_Adversarial_Networks_(Karras_et_al.,_2019) gptkb:Generative_Adversarial_Nets_(Goodfellow_et_al.,_2014) gptkb:Photo-Realistic_Single_Image_Super-Resolution_Using_a_Generative_Adversarial_Network_(Ledig_et_al.,_2017) gptkb:Unpaired_Image-to-Image_Translation_using_Cycle-Consistent_Adversarial_Networks_(Zhu_et_al.,_2017) gptkb:Unsupervised_Representation_Learning_with_Deep_Convolutional_GANs_(Radford_et_al.,_2015) gptkb:Wasserstein_GAN_(Arjovsky_et_al.,_2017) Image-to-Image Translation with Conditional Adversarial Networks (Isola et al., 2017)
gptkbp:notableVariant	gptkb:BigGAN gptkb:Conditional_GAN gptkb:DCGAN gptkb:InfoGAN gptkb:Progressive_GAN gptkb:SRGAN gptkb:StackGAN gptkb:StyleGAN gptkb:Wasserstein_GAN gptkb:CycleGAN gptkb:Pix2Pix
gptkbp:openSource	gptkb:TensorFlow gptkb:Keras gptkb:MXNet gptkb:PyTorch
gptkbp:relatedTo	deep learning semi-supervised learning unsupervised learning
gptkbp:trainer	adversarial training
gptkbp:usedFor	image generation data augmentation anomaly detection image-to-image translation style transfer super-resolution text-to-image synthesis video generation
gptkbp:bfsParent	gptkb:machine_learning
gptkbp:bfsLayer	4