Generative Adversarial Nets

GPTKB entity

Statements (61)
Predicate Object
gptkbp:instanceOf gptkb:model
gptkbp:abbreviation gptkb:GANs
gptkbp:application image generation
data augmentation
image-to-image translation
super-resolution
text-to-image synthesis
gptkbp:consistsOf generator
discriminator
https://www.w3.org/2000/01/rdf-schema#label Generative Adversarial Nets
gptkbp:introduced gptkb:Ian_Goodfellow
gptkbp:introducedIn 2014
gptkbp:lossFunction minimax loss
gptkbp:notableVariant gptkb:Conditional_GAN
gptkb:DCGAN
gptkb:StyleGAN
gptkb:Wasserstein_GAN
gptkb:CycleGAN
gptkbp:publishedIn gptkb:NIPS_2014
gptkbp:relatedTo deep learning
neural networks
unsupervised learning
gptkbp:trainer adversarial training
gptkbp:usedFor gptkb:fashion_designer
data compression
drug discovery
image compression
speech synthesis
text generation
anomaly detection
protein structure prediction
object detection
style transfer
music generation
semantic segmentation
data synthesis
image editing
image inpainting
domain adaptation
data anonymization
data denoising
image colorization
image super-resolution
image captioning
art generation
3D object generation
face synthesis
video prediction
handwriting synthesis
satellite image analysis
data imputation
game content generation
generating realistic data
medical image synthesis
privacy-preserving data generation
video frame prediction
gptkbp:bfsParent gptkb:NeurIPS_2013
gptkb:NeurIPS_2014
gptkb:Generative_Adversarial_Networks
gptkb:Prof._Yoshua_Bengio
gptkbp:bfsLayer 6