Statements (47)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:Ganon
gptkb:machine_learning |
| gptkbp:challenges |
Hyperparameter tuning
Mode collapse Training instability Evaluation metrics Resource intensiveness |
| gptkbp:developed_by |
gptkb:Ian_Goodfellow
|
| gptkbp:has_applications_in |
Art generation
Super-resolution imaging 3 D object generation Face aging Image inpainting |
| gptkbp:has_impact_on |
Improves image quality
Enhances data diversity Reduces mode collapse |
| gptkbp:has_influence_on |
Game development
Data science methodologies Creative AI applications Research in generative models Synthetic media production |
| gptkbp:has_limitations |
Requires large datasets
Can produce artifacts Difficult to evaluate output quality Sensitive to architecture choices Training can be time-consuming |
| gptkbp:has_part |
gptkb:Energy
Discriminator |
| gptkbp:has_type |
gptkb:Wasserstein_GAN
gptkb:Conditional_GAN gptkb:Cycle_GAN gptkb:Pix2_Pix gptkb:Style_GAN |
| https://www.w3.org/2000/01/rdf-schema#label |
GAN
|
| gptkbp:introduced_in |
gptkb:2014
|
| gptkbp:related_to |
gptkb:Artificial_Intelligence
Deep learning Computer vision Neural networks Adversarial training Unsupervised learning |
| gptkbp:used_for |
Data augmentation
Image generation Video generation Text-to-image synthesis |
| gptkbp:bfsParent |
gptkb:Rubik's_Cube
|
| gptkbp:bfsLayer |
5
|