Least Squares Generative Adversarial Network

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf gptkb:model
gptkb:convolutional_neural_network
gptkbp:abbreviation gptkb:LSGAN
gptkbp:aimsTo generate higher quality images
improve training stability of GANs
gptkbp:application image generation
image-to-image translation
gptkbp:category gptkb:artificial_intelligence
deep learning
gptkbp:contrastsWith vanilla GAN
gptkbp:describedBy Least Squares Generative Adversarial Networks (arXiv:1611.04076)
https://www.w3.org/2000/01/rdf-schema#label Least Squares Generative Adversarial Network
gptkbp:introducedIn 2017
gptkbp:lossFunction least squares loss
gptkbp:objective least squares loss
gptkbp:proposedBy gptkb:Zhen_Wang
gptkb:Haoran_Xie
gptkb:Qing_Li
gptkb:Raymond_Y.K._Lau
gptkb:Stephen_Paul_Smolley
gptkb:Xudong_Mao
gptkbp:bfsParent gptkb:LSGAN
gptkbp:bfsLayer 7