GAN Survey
データセット / Dataset
GANでよく使われるデータセットまとめ
- noise -> image
- MNIST
- cifar-10
- ImageNet
- image -> image
- apple2orange
- facade
- text
- audio
- textures
評価指標 / Metrics
- Inception Score
- Frechet Inception Distance
- Sliced Wasserstein distance
- LPIPS distance
- Perceptual Path Length -> StyleGANv2
- Human Study (どっちのほうがよく生成できているか判定)
サーベイ論文 / Survey Paper
- Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy, (GitHub)
- A Survey on Generative Adversarial Networks: Variants, Applications, and Training
- A Mathematical Introduction to Generative Adversarial Nets (GAN)
基礎GAN
GAN-variant
- Adversarially Learned Inference
- BiGAN
- InfoGAN, NIPS2016
- ss-InfoGAN, CVPR201?
- f-GAN
- UnrolledGAN, ICLR2017
- DRAGAN
- Dirac-GAN
energy-base
ロス設計
出力構造
Discriminator
- Relativistic Discriminator
- U-Net GAN, CVPR2020
理論寄りの論文 / GAN Logic, Convergence...
- Localized GAN
- Are GANs Created Equal? A Large-Scale Study
- Discriminator Rejection Sampling
- How good is my GAN?
- GANs May Have No Nash Equilibria
正規化 / Normalization
学習安定性 / Training Stability
- Stabilizing Training of Generative Adversarial Networks through Regularization
- Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients
- Mode Seeking Generative Adversarial Networks for Diverse Image Synthes
- Smoothness and Stability in GANs, 19.09
ロバストなGAN / Robustness
データ拡張 / Data Augmentation
GANで使うデータ拡張 / DA for GAN
GANをデータ拡張に使う / GAN for NNs
少量データによるGANの学習
- SinGAN, ICCV2019bestpaper
- Differentiable Augmentation for Data-Efficient GAN Training
- Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis, ICLR2021(poster)
- Training Generative Adversarial Networks with Limited Data, NeurIPS2020
高解像度系 / High-Resolution Image Synthesis
- LAPGAN, CVPR
- PGGAN
- BigGAN
- StyleGAN
- StyleGANv2, (GitHub)
TGAN系列
画像変換 / Image2Image Translation
AdaIN系
UNIT系列
穴埋めタスク / Filling
クロスドメイン / Cross Domain
超解像 / Single Image Super-Resolution(SISR)
色付け・色塗り / Colarization
- Style2Paints
- SketchyGAN, CVPR2018
動画生成 / Video Generation
- ReCycleGAN, paper
- Vid2Vid
- few-shot Vid2Vid
テキスト生成系 / Text Generation
Text2Image
声質変換 / Voice Conversion
-
MelGAN
-
MBMelGAN
-
StyleMelGAN
音声合成 / Text-to-Speech(TTS)
- GANTTS
3D
異常検知 / Anomaly Detection
デコーディング / Brain-Decoding
EEG
fMRI
- Generative adversarial networks for reconstructing natural images from brain activity
- End-to-End Deep Image Reconstruction From Human Brain Activity
- DCNN-GAN: Reconstructing Realistic Image from fMRI
- Reconstructing faces from fMRI patterns using deep generative neural networks
- Reconstructing Natural Scenes from fMRI Patterns using BigBiGAN
- BigGAN-based Bayesian reconstruction of natural images from human brain activity
マテリアル系 / Materials Engineering
- https://arxiv.org/pdf/1805.07615.pdf
- Generative Adversarial Networks for Crystal Structure Prediction
- Designing complex architectured materials with generative adversarial networks
Neural Architecture Search (NAS)
ポーズ系 / Pose Estimation, Pose Generation
- MoCoGAN
- Liquid Warping GAN, ICCV2019
music2dance
- Dancing to Music
- DeepDance
- Learning to dance: A graph convolutional adversarial network to generate realistic dance motions from audio
Privacy & Fairness
強化学習 / Reinforcement Learning
VAE
- VAE-GAN
- cVAE-GAN
Flow
Reading List
- Semi-Supervised GAN, paper
- Efficient Conditional GAN Transfer with Knowledge Propagation across Classes, paper
- Few-Shot Adversarial Learning of Realistic Neural Talking Head Models, paper
- Dual-Agent GAN, paper/poster
- Triple Generative Adversarial Nets, paper
- GraphGAN, paper, (AAAI2018)
- PriorGAN, paper
Quantum
- Quantum GAN, paper
- Quantum generative adversarial learning in a superconducting quantum circuit, paper
軽量化
- GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework, paper
Transformer
OCR
saliency map
バイオ系/Bioligy
資料 / Appendix
- KL-Divergence
- JS-Divergence
- Checker Board Archifact