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
3 Nov 10, 2022
50 Dec 21, 2022
103 Dec 31, 2022
13.8k Jan 03, 2023
88 Dec 31, 2022
18 Nov 16, 2022
288 Dec 31, 2022
4.5k Jan 02, 2023
96 Jul 20, 2022
72 Dec 13, 2022
166 Dec 09, 2022
20 Dec 30, 2022
45 Oct 25, 2022
2 Jan 30, 2022
2 May 02, 2022
9 Nov 28, 2022
283 Dec 30, 2022
1.1k Dec 12, 2022
259 Jan 04, 2023
359 Jan 05, 2023