animeface
deep models for anime images.
Datasets
- anime-face-dataset Anime faces collected from Getchu.com. Based on Mckinsey666's dataset. 63.6K images.
- Tagged Anime Illustrations A subset of the Danbooru2017, and the moeimouto face dataset. 337K Danbooru images, 17.4K moeimouto face images.
- Danbooru2019 Portraits [1] Portraits of anime characters collected from Danbooru2019. 302K portraits.
Models
"code" is indicated when only an official implementation exists.
Generative Adversarial Networks (GANs)
| Method | paper | code |
|---|---|---|
| Alias Free GAN (StyleGAN3) | arxiv | github |
| Augmented-Self Reference and Dense Semantic Correspondence (SCFT) | arxiv | - |
| auxiliary classifier GAN (ACGAN) | arxiv | - |
| big GAN (BigGAN) | arxiv | github |
| conditional GAN (cGAN) | arxiv | - |
| Contrastive Discriminator (ContraD) | openreview | github |
| deep convolutional GAN (DCGAN) | arxiv | - |
| deep regret analytic GAN (DRAGAN) | arxiv | github |
| Enhanced super resolution GAN (ESRGAN) | arxiv | github |
| Fourier Features | arxiv | github |
| GANILLA | arxiv | github |
| generative adversarial networks (GAN) | arxiv | - |
| Image-to-image Translation via Hierarchical Style Disentanglement (HiSD) | arxiv | github |
| Improved Transformer for High-Resolution GANs (HiT) | arxiv | - |
| Hologram(?) GAN (HoloGAN) | arxiv | github |
| Position Encoding as Spatial Inductive Bias | arxiv | github |
| progressive growing of GANs (PGGAN) | arxiv | github |
| pix2ix | arxiv | github |
| pix2pix HD | arxiv | github |
| single GAN (SinGAN) | arxiv | github |
| Spatially-Adaptive Normalization (SPADE) | arxiv | github |
| style-based GAN (StyleGAN) | arxiv | github |
| style-based GAN 2 (StyleGAN2) | arxiv | github |
| Super resolution GAN (SRGAN) | arxiv | - |
| Transformer-based GAN (TransGAN) | arxiv | github |
| unsupervised GAN with adaptive layer-instance normalization (UGATIT) | arxiv | github |
| Wasserstein GAN (WGAN) | arxiv | - |
| WGAN with gradient penalty (WGAN_gp) | arxiv | - |
| zero-centered gradient penalty | arxiv | - |
| simplified zero-centered gradient penality | arxiv | github |
Auto Encoders
| Method | paper | code |
|---|---|---|
| Auto Encoder (AE) | tronto | - |
| Variational Auto Encoder (VAE) | arxiv | - |
Other
| Method | paper | code |
|---|---|---|
| AdaBelief optimizer | arxiv | github |
| Adaptive Discriminator Augmentation (ADA) | arxiv | github |
| differentiable augmentation (DiffAugment) | arxiv | github |
| pixel shuffle | arxiv | - |
Weights
See weights.md
Reference
[1] Gwern Branwen, Anonymous, & The Danbooru Community;
“Danbooru2019 Portraits: A Large-Scale Anime Head Illustration Dataset”,
2019-03-12. Web. Accessed 2020/09/17,
https://www.gwern.net/Crops#danbooru2019-portraits
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