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gptkbp:instanceOf
|
gptkb:convolutional_neural_network
|
|
gptkbp:activatedBy
|
gptkb:ReLU
gptkb:LeakyReLU
|
|
gptkbp:application
|
image generation
unsupervised learning
representation learning
|
|
gptkbp:basedOn
|
gptkb:convolutional_neural_network
|
|
gptkbp:category
|
deep learning
generative model
|
|
gptkbp:discriminatorUses
|
convolutions
|
|
gptkbp:fullName
|
gptkb:Deep_Convolutional_Generative_Adversarial_Network
|
|
gptkbp:generatorUses
|
transposed convolutions
|
|
gptkbp:hasComponent
|
generator
discriminator
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
DCGAN
|
|
gptkbp:influenced
|
gptkb:Progressive_GAN
gptkb:StyleGAN
gptkb:CycleGAN
|
|
gptkbp:introduced
|
gptkb:Soumith_Chintala
gptkb:Alec_Radford
gptkb:Luke_Metz
|
|
gptkbp:introducedIn
|
2015
|
|
gptkbp:notablePaperURL
|
https://arxiv.org/abs/1511.06434
|
|
gptkbp:notablePublication
|
gptkb:Unsupervised_Representation_Learning_with_Deep_Convolutional_Generative_Adversarial_Networks
|
|
gptkbp:openSource
|
gptkb:TensorFlow
gptkb:PyTorch
|
|
gptkbp:outputActivation
|
tanh
|
|
gptkbp:trainingDataset
|
gptkb:CelebA
gptkb:CIFAR-10
gptkb:ImageNet
gptkb:LSUN
|
|
gptkbp:uses
|
convolutional neural networks
|
|
gptkbp:bfsParent
|
gptkb:generative_adversarial_networks
gptkb:convolutional_neural_network
|
|
gptkbp:bfsLayer
|
5
|