一览！2020年1月部分GAN论文清单！

今天主要是给大家呈上今年1月份在arxiv上的部分GAN论文（50多篇），涵盖各个方向的进展。若有兴趣，也可先读读下述几首诗词。

注：小编bryant8对 kobe bryant 的突然离世，心痛不已。心中之万千难过、言语实在难表。可见链接：别了！科比布莱恩特！ 为此，私心在本文、穿插图致敬。

《临江仙·滚滚长江东逝水》

杨慎

滚滚长江东逝水，浪花淘尽英雄。

是非成败转头空。

青山依旧在，几度夕阳红。

白发渔樵江渚上，惯看秋月春风。

一壶浊酒喜相逢。古今多少事，都付笑谈中。

《大风歌》

刘邦

大风起兮云飞扬，

威加海内兮归故乡。

安得猛士兮守四方！

《题韩蕲王庙》

尤侗

忠武勋名百战回，西湖跨蹇且衔杯。

英雄短气莫须有，明哲保身归去来。

夜月灵旗摇铁瓮，秋风石马上琴台。

千年遗庙还香火，杜宇冬青正可哀。

《朝中措·襄阳古道灞陵桥》

完颜璹

襄阳古道灞陵桥，诗兴与秋高。

千古风流人物，一时多少雄豪。

霜清玉塞，云飞陇首，风落江皋。

梦到凤凰台上，山围故国周遭。

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