StyleGAN3

GPTKB entity

Statements (47)
Predicate Object
gptkbp:instanceOf gptkb:convolutional_neural_network
gptkbp:architecture gptkb:GAN
gptkbp:author gptkb:Jaakko_Lehtinen
gptkb:Samuli_Laine
gptkb:Tero_Karras
gptkb:Timo_Aila
Erik H"ark"onen
Miika Aittala
gptkbp:citation 1000+
gptkbp:developedBy gptkb:NVIDIA
https://www.w3.org/2000/01/rdf-schema#label StyleGAN3
gptkbp:improves gptkb:StyleGAN2
gptkbp:input latent vector
gptkbp:language gptkb:Python
gptkbp:license gptkb:NVIDIA_Source_Code_License
gptkbp:mainActivity artificial intelligence research
image synthesis
deepfake generation
gptkbp:notableFeature open source
reduced memory usage
improved training stability
better temporal consistency
continuous image synthesis
improved alias-free image synthesis
reduced artifacts
rotation and translation equivariance
gptkbp:notableFor data augmentation
style transfer
domain adaptation
art generation
research in generative models
generating animal faces
generating high-quality human faces
video synthesis
gptkbp:notablePublication Alias-Free Generative Adversarial Networks
https://arxiv.org/abs/2106.12423
gptkbp:output synthetic image
gptkbp:platform gptkb:PyTorch
gptkbp:predecessor gptkb:StyleGAN2
gptkbp:releaseYear 2021
gptkbp:repository https://github.com/NVlabs/stylegan3
gptkbp:successor StyleGAN-T
gptkbp:trainer gptkb:AFHQ
gptkb:FFHQ
MetFaces
gptkbp:bfsParent gptkb:StyleGAN
gptkbp:bfsLayer 6