Statements (27)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:convolutional_neural_network
|
| gptkbp:application |
Image-to-image translation
Image generation Super-resolution |
| gptkbp:arXivID |
1611.04076
|
| gptkbp:citation |
Over 4000 (as of 2024)
|
| gptkbp:codeAvailable |
Yes
|
| gptkbp:contribution |
Improves training stability over vanilla GANs
Produces higher quality images Uses least squares loss for the discriminator |
| gptkbp:fullName |
gptkb:Least_Squares_Generative_Adversarial_Network
|
| https://www.w3.org/2000/01/rdf-schema#label |
LSGAN
|
| gptkbp:introduced |
gptkb:Zhen_Wang
gptkb:Haoran_Xie gptkb:Qing_Li gptkb:Raymond_Y.K._Lau gptkb:Stephen_Paul_Smolley gptkb:Xudong_Mao |
| gptkbp:introducedIn |
2017
|
| gptkbp:lossFunction |
Least squares loss
|
| gptkbp:publishedIn |
gptkb:Proceedings_of_the_IEEE_International_Conference_on_Computer_Vision_(ICCV)_2017
|
| gptkbp:relatedTo |
gptkb:GAN
gptkb:WGAN |
| gptkbp:repository |
https://github.com/xudonmao/LSGAN
|
| gptkbp:url |
https://arxiv.org/abs/1611.04076
|
| gptkbp:bfsParent |
gptkb:GAN
|
| gptkbp:bfsLayer |
6
|