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update: StyleGAN series
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kozistr committed Apr 15, 2022
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Expand Up @@ -8,7 +8,7 @@ Tensorflow implementation of GANs (**Generative Adversarial Networks**)

## **WIP** : This repo is about to be refactored & supporting `tf 2.x`.

Maybe some of the codes wouldn't work on master branch, because i'm just working on the branch.
Maybe some codes wouldn't work on master branch, because i'm just working on the branch.

## Environments

Expand Down Expand Up @@ -143,6 +143,7 @@ Here for the theories & concepts of the GAN.
| **StyleGAN2** | *Analyzing and Improving the Image Quality of StyleGAN* | [[arXiv]](http://arxiv.org/abs/1912.04958) | [[~~code~~]]() | [[official]](https://github.com/NVlabs/stylegan2) |
| **StyleGAN2 ADA** | *StyleGAN2 with adaptive discriminator augmentation* | [[arXiv]](https://arxiv.org/abs/2006.06676) | [[~~code~~]]() | [[official]](https://github.com/NVlabs/stylegan2-ada) |
| **StyleGAN3** | *Alias-Free Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/2106.12423) | [[~~code~~]]() | [[official]](https://github.com/NVlabs/stylegan3) |
| **StyleGAN-XL** | *StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets* | [[arXiv]](https://arxiv.org/abs/2202.00273) | [[~~code~~]]() | [[official]](https://github.com/autonomousvision/stylegan_xl) |
| **TripleGAN** | *Triple Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1703.02291) | [[~~code~~]]() |
| **UGAN** | *Unrolled Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1611.02163) | [[~~code~~]]() |
| **U-Net GAN** | *A U-Net Based Discriminator for Generative Adversarial Networks* | [[CVPR20]](https://openaccess.thecvf.com/content_CVPR_2020/html/Schonfeld_A_U-Net_Based_Discriminator_for_Generative_Adversarial_Networks_CVPR_2020_paper.html) | [[~~code~~]]() | [[official]](https://github.com/boschresearch/unetgan) |
Expand All @@ -154,38 +155,39 @@ Here for the theories & concepts of the GAN.
Here for the GAN applications on Vision domain,
like image-to-image translation, image in-painting, single image super resolution , etc.

| *Name* | *Summary* | *Paper* | *Code* | *Official Code* |
| :---: | :---: | :---: | :---: | :---: |
| **3D GAN** | *3D Generative Adversarial Networks* | [[MIT]](http://3dgan.csail.mit.edu/) | [[~~code~~]]() |
| **AnycostGAN** | *Anycost GANs for Interactive Image Synthesis and Editing* | [[arXiv]](https://arxiv.org/abs/2103.03243) | [[~~code~~]]() | [[official]](https://github.com/mit-han-lab/anycost-gan) |
| **CycleGAN** | *Unpaired img2img translation using Cycle-consistent Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1703.10593) | [[code]](./awesome_gans/CycleGAN) |
| **DAGAN** | *Instance-level Image Translation by Deep Attention Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1802.06454) | [[~~code~~]]() |
| **DeblurGAN** | *Blind Motion Deblurring Using Conditional Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1711.07064) | [[~~code~~]]() |
| **DualGAN** | *Unsupervised Dual Learning for Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1704.02510) | [[~~code~~]]() |
| **DRIT/++** | *Diverse Image-to-Image Translation via Disentangled Representations* | [[arXiv]](https://arxiv.org/abs/1905.01270) | [[~~code~~]]() | [[official]](https://github.com/HsinYingLee/DRIT) |
| **EdgeConnect** | *Generative Image Inpainting with Adversarial Edge Learning* | [[arXiv]](https://arxiv.org/abs/1901.00212) | [[~~code~~]]() | [[official]](https://github.com/knazeri/edge-connect) |
| **ESRGAN** | *Enhanced Super-Resolution Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1809.00219) | [[~~code~~]]() |
| **FastGAN** | *Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis* | [[arXiv]](https://arxiv.org/abs/2101.04775) | [[~~code~~]]() | [[official]](https://github.com/odegeasslbc/FastGAN-pytorch) |
| **FUNIT** | *Few-Shot Unsupervised Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1905.01723) | [[~~code~~]]() | [[official]](https://github.com/NVlabs/FUNIT) |
| **CA & GA** | *Generative Image Inpainting w/ Contextual Attention & Gated Convolution* | [[CVPR2018]](https://arxiv.org/abs/1801.07892), [[ICCV2019]](https://arxiv.org/abs/1806.03589) | [[~~code~~]]() | [[official]](https://github.com/JiahuiYu/generative_inpainting) |
| **HiFaceGAN** | *Face Renovation via Collaborative Suppression and Replenishment* | [[arXiv]](https://arxiv.org/abs/2005.05005v1) | [[~~code~~]]() |
| **MUNIT** | *Multimodal Unsupervised Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1804.04732) | [[~~code~~]]() | [[official]](https://github.com/NVlabs/MUNIT) |
| **NICE-GAN** | *Reusing Discriminators for Encoding* | [[arXiv]](https://arxiv.org/abs/2003.00273) | [[~~code~~]]() | [[official]](https://github.com/alpc91/NICE-GAN-pytorch) |
| **PSGAN** | *Pose and Expression Robust Spatial-Aware GAN for Customizable Makeup Transfer* | [[arXiv]](https://arxiv.org/abs/1909.06956) | [[~~code~~]]() | [[official]](https://github.com/wtjiang98/PSGAN) |
| **SpAtGAN** | *Generative Adversarial Network with Spatial Attention for Face Attribute Editing* | [[ECCV2018]](http://openaccess.thecvf.com/content_ECCV_2018/html/Gang_Zhang_Generative_Adversarial_Network_ECCV_2018_paper.html) | [[~~code~~]]() |
| **SalGAN** | *Visual Saliency Prediction Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1701.01081) | [[~~code~~]]() |
| **SRFlow** | *Super-Resolution using Normalizing Flow* | [[arXiv]](https://arxiv.org/abs/2006.14200) | [[~~code~~]]() | [[official]](https://github.com/andreas128/SRFlow) |
| **SRGAN** | *Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network* | [[arXiv]](https://arxiv.org/abs/1609.04802) | [[code]](./awesome_gans/SRGAN) |
| *Name* | *Summary* | *Paper* | *Code* | *Official Code* |
| :---: |:---------------------------------------------------------------------------------------------:| :---: | :---: | :---: |
| **3D GAN** | *3D Generative Adversarial Networks* | [[MIT]](http://3dgan.csail.mit.edu/) | [[~~code~~]]() |
| **AnycostGAN** | *Anycost GANs for Interactive Image Synthesis and Editing* | [[arXiv]](https://arxiv.org/abs/2103.03243) | [[~~code~~]]() | [[official]](https://github.com/mit-han-lab/anycost-gan) |
| **CycleGAN** | *Unpaired img2img translation using Cycle-consistent Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1703.10593) | [[code]](./awesome_gans/CycleGAN) |
| **DAGAN** | *Instance-level Image Translation by Deep Attention Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1802.06454) | [[~~code~~]]() |
| **DeblurGAN** | *Blind Motion Deblurring Using Conditional Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1711.07064) | [[~~code~~]]() |
| **DualGAN** | *Unsupervised Dual Learning for Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1704.02510) | [[~~code~~]]() |
| **DRIT/++** | *Diverse Image-to-Image Translation via Disentangled Representations* | [[arXiv]](https://arxiv.org/abs/1905.01270) | [[~~code~~]]() | [[official]](https://github.com/HsinYingLee/DRIT) |
| **EdgeConnect** | *Generative Image Inpainting with Adversarial Edge Learning* | [[arXiv]](https://arxiv.org/abs/1901.00212) | [[~~code~~]]() | [[official]](https://github.com/knazeri/edge-connect) |
| **ESRGAN** | *Enhanced Super-Resolution Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1809.00219) | [[~~code~~]]() |
| **FastGAN** | *Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis* | [[arXiv]](https://arxiv.org/abs/2101.04775) | [[~~code~~]]() | [[official]](https://github.com/odegeasslbc/FastGAN-pytorch) |
| **FUNIT** | *Few-Shot Unsupervised Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1905.01723) | [[~~code~~]]() | [[official]](https://github.com/NVlabs/FUNIT) |
| **CA & GA** | *Generative Image Inpainting w/ Contextual Attention & Gated Convolution* | [[CVPR2018]](https://arxiv.org/abs/1801.07892), [[ICCV2019]](https://arxiv.org/abs/1806.03589) | [[~~code~~]]() | [[official]](https://github.com/JiahuiYu/generative_inpainting) |
| **HiFaceGAN** | *Face Renovation via Collaborative Suppression and Replenishment* | [[arXiv]](https://arxiv.org/abs/2005.05005v1) | [[~~code~~]]() |
| **MUNIT** | *Multimodal Unsupervised Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1804.04732) | [[~~code~~]]() | [[official]](https://github.com/NVlabs/MUNIT) |
| **NICE-GAN** | *Reusing Discriminators for Encoding* | [[arXiv]](https://arxiv.org/abs/2003.00273) | [[~~code~~]]() | [[official]](https://github.com/alpc91/NICE-GAN-pytorch) |
| **PSGAN** | *Pose and Expression Robust Spatial-Aware GAN for Customizable Makeup Transfer* | [[arXiv]](https://arxiv.org/abs/1909.06956) | [[~~code~~]]() | [[official]](https://github.com/wtjiang98/PSGAN) |
| **SpAtGAN** | *Generative Adversarial Network with Spatial Attention for Face Attribute Editing* | [[ECCV2018]](http://openaccess.thecvf.com/content_ECCV_2018/html/Gang_Zhang_Generative_Adversarial_Network_ECCV_2018_paper.html) | [[~~code~~]]() |
| **SalGAN** | *Visual Saliency Prediction Generative Adversarial Networks* | [[arXiv]](https://arxiv.org/abs/1701.01081) | [[~~code~~]]() |
| **SRFlow** | *Super-Resolution using Normalizing Flow* | [[arXiv]](https://arxiv.org/abs/2006.14200) | [[~~code~~]]() | [[official]](https://github.com/andreas128/SRFlow) |
| **SRGAN** | *Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network* | [[arXiv]](https://arxiv.org/abs/1609.04802) | [[code]](./awesome_gans/SRGAN) |
| **SRResCGAN** | *Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-Resolution* | [[arXiv]](https://arxiv.org/abs/2005.00953) | [[~~code~~]]() | [[official]](https://github.com/RaoUmer/SRResCGAN) |
| **StarGAN** | *Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1711.09020) | [[code]](./awesome_gans/StarGAN) | [[official]](https://github.com/yunjey/stargan) |
| **StarGAN V2** | *Diverse Image Synthesis for Multiple Domains* | [[arXiv]](https://arxiv.org/abs/1912.01865) | [[~~code~~]]() | [[official]](https://github.com/clovaai/stargan-v2) |
| **TecoGAN** | *Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation* | [[arXiv]](https://arxiv.org/abs/1811.09393) | [[~~code~~]]() | [[official]](https://github.com/thunil/TecoGAN) |
| **TextureGAN** | *Controlling Deep Image Synthesis with Texture Patches* | [[arXiv]](https://arxiv.org/abs/1706.02823) | [[~~code~~]]() |
| **TUNIT** | *Rethinking the Truly Unsupervised Image-to-Image Translation* | [[arXiv]]() | [[~~code~~]](https://arxiv.org/abs/2006.06500) | [[official]](https://github.com/clovaai/tunit) |
| **TwinGAN** | *Cross-Domain Translation fo Human Portraits* | [[github]](https://github.com/jerryli27/TwinGAN) | [[~~code~~]]() |
| **UNIT** | *Unsupervised Image-to-Image Translation Networks* | [[arXiv]](https://arxiv.org/abs/1703.00848) | [[~~code~~]]() | [[official]](https://github.com/mingyuliutw/UNIT) |
| **XGAN** | *Unsupervised Image-to-Image Translation for Many-to-Many Mappings* | [[arXiv]](https://arxiv.org/abs/1711.05139) | [[~~code~~]]() |
| **Zero-DCE** | *Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement* | [[CVPR20]](https://openaccess.thecvf.com/content_CVPR_2020/papers/Guo_Zero-Reference_Deep_Curve_Estimation_for_Low-Light_Image_Enhancement_CVPR_2020_paper.pdf) | [[~~code~~]]() | [[official]](https://github.com/Li-Chongyi/Zero-DCE) |
| **StarGAN** | *Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/1711.09020) | [[code]](./awesome_gans/StarGAN) | [[official]](https://github.com/yunjey/stargan) |
| **StarGAN V2** | *Diverse Image Synthesis for Multiple Domains* | [[arXiv]](https://arxiv.org/abs/1912.01865) | [[~~code~~]]() | [[official]](https://github.com/clovaai/stargan-v2) |
| **StyleGAN-V** | *A Continuous Video Generator with the Price, Image Quality and Perks of StyleGAN2* | [[arXiv]](https://kaust-cair.s3.amazonaws.com/stylegan-v/stylegan-v-paper.pdf) | [[~~code~~]]() | [[official]](https://github.com/universome/stylegan-v) |
| **TecoGAN** | *Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation* | [[arXiv]](https://arxiv.org/abs/1811.09393) | [[~~code~~]]() | [[official]](https://github.com/thunil/TecoGAN) |
| **TextureGAN** | *Controlling Deep Image Synthesis with Texture Patches* | [[arXiv]](https://arxiv.org/abs/1706.02823) | [[~~code~~]]() |
| **TUNIT** | *Rethinking the Truly Unsupervised Image-to-Image Translation* | [[arXiv]](https://arxiv.org/abs/2006.06500) | [[~~code~~]]() | [[official]](https://github.com/clovaai/tunit) |
| **TwinGAN** | *Cross-Domain Translation fo Human Portraits* | [[github]](https://github.com/jerryli27/TwinGAN) | [[~~code~~]]() |
| **UNIT** | *Unsupervised Image-to-Image Translation Networks* | [[arXiv]](https://arxiv.org/abs/1703.00848) | [[~~code~~]]() | [[official]](https://github.com/mingyuliutw/UNIT) |
| **XGAN** | *Unsupervised Image-to-Image Translation for Many-to-Many Mappings* | [[arXiv]](https://arxiv.org/abs/1711.05139) | [[~~code~~]]() |
| **Zero-DCE** | *Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement* | [[CVPR20]](https://openaccess.thecvf.com/content_CVPR_2020/papers/Guo_Zero-Reference_Deep_Curve_Estimation_for_Low-Light_Image_Enhancement_CVPR_2020_paper.pdf) | [[~~code~~]]() | [[official]](https://github.com/Li-Chongyi/Zero-DCE) |

### Applied Audio

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