CalvinBackup/awesome-gans-and-deepfakes

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T

kanxx030 9202899fbc added gan-based face-swapping

2020-11-05 23:57:29 -06:00

README.md

added gan-based face-swapping

2020-11-05 23:57:29 -06:00

README.md

Awesome-GANS-and-Deepfakes

A curated list of GAN & Deepfake papers and repositories.

GANs

Unconditional GANs

Vanilla GAN: Generative Adversarial Networks, [paper], [github]
DCGAN: Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks, [paper], [github]

Conditional GANs

CGAN: Conditional Generative Adversarial Nets, [paper], [github]
ACGAN: Conditional Image Synthesis With Auxiliary Classifier GANs, [paper], [github]

Image-to-Image Translation

CycleGAN: Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks, [paper], [github]

Applications using GANs

Anime generator

Towards the Automatic Anime Characters Creation with Generative Adversarial Networks, [paper]
[Project] Keras-GAN-Animeface-Character, [github]

Interactive Image generation

Generative Visual Manipulation on the Natural Image Manifold, [paper], [github]
Neural Photo Editing with Introspective Adversarial Networks, [paper], [github]

3D Object generation

3D Shape Induction from 2D Views of Multiple Objects, [paper]
Parametric 3D Exploration with Stacked Adversarial Networks, [github], [youtube]
Fully Convolutional Refined Auto-Encoding Generative Adversarial Networks for 3D Multi Object Scenes, [github], [blog]

Super-resolution

Image super-resolution through deep learning, [github]
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network, [paper], [github]
High-Quality Face Image Super-Resolution Using Conditional Generative Adversarial Networks, [paper]
Analyzing Perception-Distortion Tradeoff using Enhanced Perceptual Super-resolution Network, [paper], [github]

Image Inpainting (hole filling)

Context Encoders: Feature Learning by Inpainting, [paper], [github]
Semantic Image Inpainting with Perceptual and Contextual Losses, [paper], [github]
Generative Face Completion, [paper], [github]

Image Segmentation

Vox2Vox: 3D-GAN for Brain Tumor Segmentation, [paper], [github]

Deepfakes

CNN-based Face-swapping

Fast Face-swap Using Convolutional Neural Networks, [paper], [github]
DeepFaceLab: A simple, flexible and extensible face swapping framework, [paper], [github]

GAN-based Face-swapping

Fewshot Face Translation GAN, [github]
Faceswap-GAN, [github]

Deepfake Detection

CNN-based methods

MesoNet [paper], [github]
Detecting Deep-Fake Videos from Phoneme-Viseme Mismatches, [paper]
Deep Fake Image Detection Based on Pairwise Learning, [paper]

Datasets