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
10 Jul 31, 2022
1 Sep 14, 2022
75 Dec 12, 2022
3 Jun 07, 2022
144 Dec 30, 2022
44 Jul 10, 2022
76 Dec 14, 2022
71 Dec 08, 2022
15 Dec 06, 2022
12.1k Jan 03, 2023
406 Dec 23, 2022
2 Dec 15, 2020
5 Nov 20, 2022
13 Oct 03, 2022
27 Dec 18, 2022
147 Jan 06, 2023
81 Dec 19, 2022
78 Dec 10, 2022
141 Jan 07, 2023