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gptkbp:instanceOf
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gptkb:model
generative model
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gptkbp:abbreviation
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gptkb:Generative_Adversarial_Networks
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gptkbp:challenge
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mode collapse
non-convergence
training instability
vanishing gradients
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gptkbp:citationPaper
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gptkb:Generative_Adversarial_Nets_(Goodfellow_et_al.,_2014)
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gptkbp:consistsOf
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generator
discriminator
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gptkbp:field
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gptkb:artificial_intelligence
computer vision
deep learning
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gptkbp:fullName
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gptkb:Generative_Adversarial_Networks
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https://www.w3.org/2000/01/rdf-schema#label
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GANs
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gptkbp:introduced
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gptkb:Ian_Goodfellow
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gptkbp:introducedIn
|
2014
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gptkbp:lossFunction
|
adversarial loss
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gptkbp:notableVariant
|
gptkb:BigGAN
gptkb:Conditional_GAN
gptkb:DCGAN
gptkb:Progressive_GAN
gptkb:StyleGAN
gptkb:Wasserstein_GAN
gptkb:CycleGAN
gptkb:Pix2Pix
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gptkbp:openSource
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gptkb:TensorFlow
gptkb:Keras
gptkb:PyTorch
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gptkbp:relatedTo
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gptkb:reinforcement_learning
gptkb:variational_autoencoders
autoencoders
semi-supervised learning
unsupervised learning
diffusion models
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gptkbp:trainer
|
adversarial training
|
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gptkbp:usedFor
|
image generation
data augmentation
anomaly detection
image-to-image translation
style transfer
super-resolution
text-to-image synthesis
video generation
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gptkbp:website
|
https://www.iangoodfellow.com/publications/
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gptkbp:bfsParent
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gptkb:generative_adversarial_networks
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gptkbp:bfsLayer
|
5
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