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Generative Adversarial Network

Generative adversarial networks (GAN) are a class of generative machine learning frameworks. A GAN consists of two competing neural networks, often termed the Discriminator network and the Generator network. GANs have been shown to be powerful generative models and are able to successfully generate new data given a large enough training dataset.

Here are 14 public repositories matching this topic...

junyanz / CycleGAN

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

computer-vision deep-learning computer-graphics torch generative-adversarial-network gan image-manipulation image-generation gans pix2pix cyclegan

Updated Sep 12, 2023
Lua

phillipi / pix2pix

Image-to-image translation with conditional adversarial nets

computer-vision deep-learning computer-graphics generative-adversarial-network gan dcgan image-manipulation image-generation pix2pix image-to-image-translation

Updated Jun 6, 2021
Lua

pathak22 / context-encoder

[CVPR 2016] Unsupervised Feature Learning by Image Inpainting using GANs

machine-learning computer-vision deep-learning computer-graphics generative-adversarial-network gan dcgan unsupervised-learning image-inpainting context-encoders

Updated Jul 19, 2020
Lua

cvondrick / videogan

Generating Videos with Scene Dynamics. NIPS 2016.

video computer-vision deep-learning generative-adversarial-network

Updated May 3, 2018
Lua

stormraiser / GAN-weight-norm

Code for "On the Effects of Batch and Weight Normalization in Generative Adversarial Networks"

deep-learning generative-adversarial-network

Updated Jan 15, 2018
Lua

changebo / HCCG-CycleGAN

Handwritten Chinese Characters Generation

computer-vision generative-adversarial-network gan chinese-characters

Updated Apr 8, 2019
Lua

xinario / SAGAN

Sharpness-aware Low Dose CT Denoising Using Conditional Generative Adversarial Network

deep-learning kaggle generative-adversarial-network gan convolutional-neural-networks computed-tomography denoising image-to-image-translation low-dose

Updated Jan 4, 2022
Lua

ehsanik / SeGAN

SeGAN: Segmenting and Generating the Invisible (https://arxiv.org/pdf/1703.10239.pdf)

computer-vision deep-learning generative-adversarial-network image-generation segmentation segan

Updated Nov 17, 2021
Lua

nashory / gans-collection.torch

Torch implementation of various types of GAN (e.g. DCGAN, ALI, Context-encoder, DiscoGAN, CycleGAN, EBGAN, LSGAN)

deep-learning torch generative-adversarial-network dcgan gans adversarial context-encoder ali

Updated Oct 14, 2017
Lua

nashory / progressive-growing-torch

Torch implementation of "PROGRESSIVE GROWING OF GANS FOR IMPROVED QUALITY, STABILITY, AND VARIATION"

nvidia generative-adversarial-network high-resolution unsupervised-learning celeba progressively-growing-gan

Updated Nov 15, 2017
Lua

backpropper / AC-GAN

Auxiliary Classifier Generative Adversarial Network in Torch7

computer-vision deep-learning torch generative-adversarial-network semi-supervised-learning

Updated Feb 10, 2017
Lua

nashory / pixel-level-dt-torch

Torch implementation of "Pixel-Level Domain Transfer"

generative-adversarial-network domain-transfer

Updated Nov 6, 2017
Lua

ruppeshnalwaya1993 / pix2pix

Image-to-image translation using conditional adversarial nets

deep-learning generative-adversarial-network

Updated Dec 6, 2017
Lua

vskabelkin / CycleGAN

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

deep-learning generative-adversarial-network

Updated Aug 5, 2017
Lua

Released June 10, 2014

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