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
44 Dec 17, 2022
49 Dec 22, 2022
270 Dec 14, 2022
18 Dec 21, 2022
28 Dec 12, 2022
7 Dec 12, 2022
140 Dec 05, 2022
1.2k Jan 02, 2023
32 Dec 11, 2022
42 Nov 25, 2022
10 Oct 06, 2022
3 Aug 08, 2022
64 Dec 26, 2022
176 Nov 28, 2022
76 Dec 24, 2022
1.4k Jan 05, 2023
15 Apr 04, 2022
113 Dec 19, 2022
293 Dec 28, 2022
1 Jan 09, 2022