WGAN-GP

GPTKB entity

Statements (30)
Predicate Object
gptkbp:instanceOf Generative Adversarial Network variant
gptkbp:alternativeTo weight clipping in WGAN
gptkbp:application image generation
unsupervised learning
gptkbp:basedOn gptkb:Wasserstein_GAN
gptkbp:citation high
gptkbp:codeAvailable gptkb:GitHub
gptkbp:contribution gradient penalty for enforcing Lipschitz constraint
gptkbp:enforcedBy Lipschitz continuity via gradient penalty
gptkbp:field gptkb:artificial_intelligence
computer vision
gptkbp:fullName Wasserstein Generative Adversarial Network with Gradient Penalty
https://www.w3.org/2000/01/rdf-schema#label WGAN-GP
gptkbp:improves gptkb:WGAN
gptkbp:introducedIn 2017
gptkbp:lossFunction Wasserstein loss with gradient penalty
gptkbp:proposedBy gptkb:Aaron_Courville
gptkb:Vincent_Dumoulin
gptkb:Martin_Arjovsky
Faruk Ahmed
Ishaan Gulrajani
gptkbp:publishedIn arXiv:1704.00028
gptkbp:relatedTo gptkb:DCGAN
gptkb:GAN
gptkb:WGAN
gptkbp:usedIn gptkb:machine_learning
deep learning
gptkbp:bfsParent gptkb:Wasserstein_GAN
gptkb:Wasserstein_GAN_(Arjovsky_et_al.,_2017)
gptkbp:bfsLayer 6