Deep Convolutional Generative Adversarial Networks

URI: https://gptkb.org/entity/Deep_Convolutional_Generative_Adversarial_Networks
GPTKB entity
Statements (32)
Predicate Object
gptkbp:instanceOf gptkb:convolutional_neural_network
gptkbp:abbreviation gptkb:DCGAN
gptkbp:application image generation
feature learning
image synthesis
unsupervised representation learning
gptkbp:basedOn gptkb:Generative_Adversarial_Networks
gptkbp:compatibleWith fully connected hidden layers
pooling layers
gptkbp:component generator
discriminator
gptkbp:field gptkb:artificial_intelligence
gptkb:machine_learning
computer vision
https://www.w3.org/2000/01/rdf-schema#label Deep Convolutional Generative Adversarial Networks
gptkbp:influenced modern GAN architectures
gptkbp:introduced gptkb:Soumith_Chintala
gptkb:Alec_Radford
gptkb:Luke_Metz
gptkbp:introducedIn 2015
gptkbp:notablePublication gptkb:Unsupervised_Representation_Learning_with_Deep_Convolutional_Generative_Adversarial_Networks
gptkbp:publishedIn gptkb:arXiv
gptkbp:trainer gptkb:CelebA
gptkb:CIFAR-10
gptkb:ImageNet
gptkb:LSUN
gptkbp:uses convolutional neural networks
batch normalization
fractional-strided convolutions
strided convolutions
gptkbp:bfsParent gptkb:Unsupervised_Representation_Learning_with_Deep_Convolutional_GANs_(Radford_et_al.,_2015)
gptkbp:bfsLayer 6