|
gptkbp:instance_of
|
gptkb:machine_learning
|
|
gptkbp:based_on
|
two neural networks
|
|
gptkbp:can_be_used_in
|
unsupervised learning
semi-supervised learning
|
|
gptkbp:can_create
|
audio samples
text data
artistic images
realistic images
3 D models
|
|
gptkbp:challenges
|
evaluation metrics
mode collapse
training instability
|
|
gptkbp:composed_of
|
gptkb:Energy
discriminator
|
|
gptkbp:developed_by
|
gptkb:Ian_Goodfellow
|
|
gptkbp:has_applications_in
|
gptkb:Artificial_Intelligence
computer vision
natural language processing
|
|
gptkbp:has_impact_on
|
gptkb:advertising
gptkb:entertainment
gptkb:Fashion
gaming
creative industries
|
|
gptkbp:has_variants
|
gptkb:Cycle_GAN
gptkb:Pix2_Pix
gptkb:Style_GAN
Conditional GANs
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
Generative Adversarial Networks
|
|
gptkbp:improves
|
data diversity
|
|
gptkbp:introduced_in
|
gptkb:2014
|
|
gptkbp:involves
|
adversarial training
|
|
gptkbp:is_considered_as
|
a breakthrough in AI
|
|
gptkbp:is_popular_in
|
gptkb:Industry
gptkb:scientific_community
|
|
gptkbp:is_related_to
|
gptkb:neural_networks
deep learning
probabilistic models
|
|
gptkbp:requires
|
large datasets
computational resources
|
|
gptkbp:used_for
|
data augmentation
image generation
text-to-image synthesis
video generation
style transfer
|
|
gptkbp:bfsParent
|
gptkb:Ian_Goodfellow
gptkb:Geoffrey_R._Hinton
|
|
gptkbp:bfsLayer
|
3
|