Statements (27)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:convolutional_neural_network
|
| gptkbp:abbreviation |
gptkb:DCGAN
|
| gptkbp:application |
Image generation
Image super-resolution Representation learning |
| gptkbp:basedOn |
gptkb:convolutional_neural_network
|
| gptkbp:category |
Deep learning model
|
| gptkbp:component |
Generator
Discriminator |
| https://www.w3.org/2000/01/rdf-schema#label |
Deep Convolutional GAN
|
| gptkbp:influenced |
gptkb:Progressive_GAN
gptkb:StyleGAN |
| gptkbp:introduced |
gptkb:Soumith_Chintala
gptkb:Alec_Radford gptkb:Luke_Metz |
| gptkbp:introducedIn |
2015
|
| gptkbp:lossFunction |
Adversarial loss
|
| gptkbp:notablePaperURL |
https://arxiv.org/abs/1511.06434
|
| gptkbp:notablePublication |
gptkb:Unsupervised_Representation_Learning_with_Deep_Convolutional_Generative_Adversarial_Networks
|
| gptkbp:platform |
gptkb:TensorFlow
gptkb:PyTorch |
| gptkbp:trainer |
Alternating optimization
|
| gptkbp:uses |
Batch normalization
Convolutional layers LeakyReLU activation |
| gptkbp:bfsParent |
gptkb:Wasserstein_GAN
|
| gptkbp:bfsLayer |
6
|