GAN整整6年了！是時候要來捋捋了！ 網絡
數百篇GAN論文已下載好！搭配一份生成對抗網絡最新綜述！
app
有點誇張、有點扭曲！速覽這些GAN如何誇張漫畫化人臉！
dom
天降斯雨，於我卻無！GAN用於去雨如何？
electron
臉部轉正！GAN可否讓側顏殺手、小豬佩奇真容無處遁形？
ide
容顏漸失！GAN來預測？
學習
弱水三千，只取你標！AL（主動學習）結合GAN如何？
lua
異常檢測，GAN如何gan ?spa
今天主要是給你們呈上今年1月份在arxiv上的部分GAN論文（50多篇），涵蓋各個方向的進展。
如有興趣，也
可先讀讀下述
幾首詩詞
。
注：小編bryant8對 kobe bryant 的忽然離世，心痛不已。心中之萬千難過、言語實在難表。可見連接：
別了！科比布萊恩特！
爲此，私心在本文、穿插圖致敬。
001 (2020-01-29) Simulation of electron-proton scattering events by a Feature-Augmented and Transformed Generative Adversarial Network (FAT-GAN)
https://arxiv.xilesou.top/pdf/2001.11103.pdf
002 (2020-01-27) Medical image reconstruction with image-adaptive priors learned by use of generative adversarial networks
https://arxiv.xilesou.top/pdf/2001.10830.pdf
003 (2020-01-27) Generating Natural Adversarial Hyperspectral examples with a modified Wasserstein GAN
https://arxiv.xilesou.top/pdf/2001.09993.pdf
004 (2020-01-27) DP-CGAN Differentially Private Synthetic Data and Label Generation
https://arxiv.xilesou.top/pdf/2001.09700.pdf
005 (2020-01-27) Audio Codec Enhancement with Generative Adversarial Networks
https://arxiv.xilesou.top/pdf/2001.09653.pdf
006 (2020-01-27) FakeLocator Robust Localization of GAN-Based Face Manipulations via Semantic Segmentation Networks with Bells and Whistles
https://arxiv.xilesou.top/pdf/2001.09598.pdf
007 (2020-01-26) Using Simulated Data to Generate Images of Climate Change
https://arxiv.xilesou.top/pdf/2001.09531.pdf
008 (2020-01-26) Imperfect ImaGANation Implications of GANs Exacerbating Biases on Facial Data Augmentation and Snapchat Selfie Lenses
https://arxiv.xilesou.top/pdf/2001.09528.pdf
009 (2020-01-26) Markov-Chain Monte Carlo Approximation of the Ideal Observer using Generative Adversarial Networks
https://arxiv.xilesou.top/pdf/2001.09526.pdf
010 (2020-01-26) Progressively-Growing AmbientGANs For Learning Stochastic Object Models From Imaging Measurements
https://arxiv.xilesou.top/pdf/2001.09523.pdf
011 (2020-01-25) COR-GAN Correlation-Capturing Convolutional Neural Networks for Generating Synthetic Healthcare Records
https://arxiv.xilesou.top/pdf/2001.09346.pdf
012 (2020-01-24) On the Role of Receptive Field in Unsupervised Sim-to-Real Image Translation
https://arxiv.xilesou.top/pdf/2001.09257.pdf
013 (2020-01-22) Using a Generative Adversarial Network for CT Normalization and its Impact on Radiomic Features
https://arxiv.xilesou.top/pdf/2001.08741.pdf
014 (2020-01-22) Towards A Controllable Disentanglement Network
https://arxiv.xilesou.top/pdf/2001.08572.pdf
015 (2020-01-24) Information Compensation for Deep Conditional Generative Networks
https://arxiv.xilesou.top/pdf/2001.08559.pdf
016 (2020-01-21) Random Matrix Theory Proves that Deep Learning Representations of GAN-data Behave as Gaussian Mixtures
https://arxiv.xilesou.top/pdf/2001.08370.pdf
017 (2020-01-22) Optimizing Generative Adversarial Networks for Image Super Resolution via Latent Space Regularization
https://arxiv.xilesou.top/pdf/2001.08126.pdf
018 (2020-01-21) Unsupervised Representation Disentanglement using Cross Domain Features and Adversarial Learning in Variational Autoencoder based Voice Conversion
https://arxiv.xilesou.top/pdf/2001.07849.pdf
019 (2020-01-21) Adaptive Loss Function for Super Resolution Neural Networks Using Convex Optimization Techniques
https://arxiv.xilesou.top/pdf/2001.07766.pdf
020 (2020-01-20) S$^{2}$OMGAN Shortcut from Remote Sensing Images to Online Maps
https://arxiv.xilesou.top/pdf/2001.07712.pdf
021 (2020-01-30) P$^2$-GAN Efficient Style Transfer Using Single Style Image
https://arxiv.xilesou.top/pdf/2001.07466.pdf
022 (2020-01-19) FD-GAN Generative Adversarial Networks with Fusion-discriminator for Single Image Dehazing
https://arxiv.xilesou.top/pdf/2001.06968.pdf
023 (2020-01-19) A Review on Generative Adversarial Networks Algorithms Theory and Applications
https://arxiv.xilesou.top/pdf/2001.06937.pdf
024 (2020-01-17) A GAN-based Tunable Image Compression System
https://arxiv.xilesou.top/pdf/2001.06580.pdf
025 (2020-01-16) Interpreting Galaxy Deblender GAN from the Discriminator's Perspective
https://arxiv.xilesou.top/pdf/2001.06151.pdf
026 (2020-01-16) Learning to Augment Expressions for Few-shot Fine-grained Facial Expression Recognition
https://arxiv.xilesou.top/pdf/2001.06144.pdf
027 (2019-12-30) Supervised and Unsupervised Learning of Parameterized Color Enhancement
https://arxiv.xilesou.top/pdf/2001.05843.pdf
028 (2020-01-15) Improving GANs for Speech Enhancement
https://arxiv.xilesou.top/pdf/2001.05532.pdf
029 (2020-01-15) CDGAN Cyclic Discriminative Generative Adversarial Networks for Image-to-Image Transformation
https://arxiv.xilesou.top/pdf/2001.05489.pdf
030 (2020-01-10) Segmentation and Generation of Magnetic Resonance Images by Deep Neural Networks
https://arxiv.xilesou.top/pdf/2001.05447.pdf
031 (2020-01-15) Structured GANs
https://arxiv.xilesou.top/pdf/2001.05216.pdf
032 (2020-01-14) Generative Adversarial Network Rooms in Generative Graph Grammar Dungeons for The Legend of Zelda
https://arxiv.xilesou.top/pdf/2001.05065.pdf
033 (2020-01-18) Smooth markets A basic mechanism for organizing gradient-based learners
https://arxiv.xilesou.top/pdf/2001.04678.pdf
034 (2020-01-13) High-Fidelity Synthesis with Disentangled Representation
https://arxiv.xilesou.top/pdf/2001.04296.pdf
035 (2020-01-9) Improving Dysarthric Speech Intelligibility Using Cycle-consistent Adversarial Training
https://arxiv.xilesou.top/pdf/2001.04260.pdf
036 (2020-01-13) Separating Content from Style Using Adversarial Learning for Recognizing Text in the Wild
https://arxiv.xilesou.top/pdf/2001.04189.pdf
037 (2020-01-12) Bridging the gap between AI and Healthcare sides towards developing clinically relevant AI-powered diagnosis systems
https://arxiv.xilesou.top/pdf/2001.03923.pdf
038 (2020-01-12) Solar Image Deconvolution by Generative Adversarial Network
https://arxiv.xilesou.top/pdf/2001.03850.pdf
039 (2020-01-11) Symmetric Skip Connection Wasserstein GAN for High-Resolution Facial Image Inpainting
https://arxiv.xilesou.top/pdf/2001.03725.pdf
040 (2020-01-27) AE-OT-GAN Training GANs from data specific latent distribution
https://arxiv.xilesou.top/pdf/2001.03698.pdf
041 (2020-01-10) Unsupervised K-modal Styled Content Generation
https://arxiv.xilesou.top/pdf/2001.03640.pdf
042 (2020-01-10) Can Giraffes Become Birds An Evaluation of Image-to-image Translation for Data Generation
https://arxiv.xilesou.top/pdf/2001.03637.pdf
043 (2020-01-10) microbatchGAN Stimulating Diversity with Multi-Adversarial Discrimination
https://arxiv.xilesou.top/pdf/2001.03376.pdf
044 (2020-01-9) The Counterfactual $χ$-GAN
https://arxiv.xilesou.top/pdf/2001.03115.pdf
045 (2020-01-8) Learning Generative Models using Denoising Density Estimators
https://arxiv.xilesou.top/pdf/2001.02728.pdf
046 (2020-01-8) A context based deep learning approach for unbalanced medical image segmentation
https://arxiv.xilesou.top/pdf/2001.02387.pdf
047 (2020-01-7) Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs
https://arxiv.xilesou.top/pdf/2001.02332.pdf
048 (2020-01-5) FDFtNet Facing Off Fake Images using Fake Detection Fine-tuning Network
https://arxiv.xilesou.top/pdf/2001.01265.pdf
049 (2020-01-2) FFusionCGAN An end-to-end fusion method for few-focus images using conditional GAN in cytopathological digital slides
https://arxiv.xilesou.top/pdf/2001.00692.pdf
050 (2019-12-25) PI-GAN Learning Pose Independent representations for multiple profile face synthesis
https://arxiv.xilesou.top/pdf/2001.00645.pdf
051 (2020-01-1) DAWSON A Domain Adaptive Few Shot Generation Framework
https://arxiv.xilesou.top/pdf/2001.00576.pdf
052 (2020-01-3) Protecting GANs against privacy attacks by preventing overfitting
https://arxiv.xilesou.top/pdf/2001.00071.pdf