Year  Title  Author 
2017

Generative models of partstructured 3D objects 
C Nash, CKI Williams

2017

SalGAN: Visual Saliency Prediction with Generative Adversarial Networks 
J Pan, C Canton, K McGuinness, NE O'Connor

2017

Semisupervised Semantic Segmentation using Generative Adversarial Networks 
THP Jensen

2017

Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks 
J Son, SJ Park, KH Jung

2017

Deep Semantic Hashing with Generative Adversarial Networks 
Z Qiu, Y Pan, T Yao, T Mei

2017

Towards Understanding the Dynamics of Generative Adversarial Networks 
J Li, A Madry, J Peebles, L Schmidt

2017

Supplementary Material for Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks 
L Mescheder, S Nowozin, A Geiger

2017

Dual Discriminator Generative Adversarial Nets 
TD Nguyen, T Le, H Vu, D Phung

2017

Effective data generation for imbalanced learning using Conditional Generative Adversarial Networks 
G Douzas, F Bacao

2017

Deep kernel mean embeddings for generative modeling and feedforward style transfer 
TQ Chen

2017

Sharpnessaware Low dose CT denoising using conditional generative adversarial network 
X Yi, P Babyn

2017

VIGAN: Missing View Imputation with Generative Adversarial Networks 
C Shang, A Palmer, J Sun, KS Chen, J Lu, J Bi

2017

Towards the Automatic Anime Characters Creation with Generative Adversarial Networks 
Y Jin, J Zhang, M Li, Y Tian, H Zhu, Z Fang

2017

Ten Classes of Image Recognition Using Generative Adversarial 
C Chan

2017

GaitGAN: Invariant Gait Feature Extraction Using Generative Adversarial Networks 
S Yu, H Chen, EBG Reyes, A Center, N Poh

2017

On the Effects of Batch and Weight Normalization in Generative Adversarial Networks 
S Xiang, H Li

2017

Optimal Transport based Training of Generative Neural Networks 
SP Singh

2017

A modified version of Helmholtz Machine by using an Restricted Boltzmann Machine to model the generative probability of the top layer 
J Hu, J Zhang, N Ji, C Zhang

2017

Semi and Weakly Supervised Semantic Segmentation Using Generative Adversarial Network 
N Souly, C Spampinato, M Shah

2017

Semi Supervised Semantic Segmentation Using Generative Adversarial Network 
N Souly, C Spampinato, M Shah

2017

A Continuous Approach to Controllable Text Generation using Generative Adversarial Networks 
DI Helgøy, M Lund

2017

Transferring Microscopy Image Modalities with Conditional Generative Adversarial Networks 
L Han, Z Yin

2017

Abnormal Event Detection In Videos Using Generative Adversarial Nets 
M Ravanbakhsh, M Nabi, E Sangineto, L Marcenaro

2017

Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss 
Q Yang, P Yan, Y Zhang, H Yu, Y Shi, X Mou, MK Kalra

2017

Controllable Generative Adversarial Network 
M Lee, J Seok

2017

Precomputed Liquid Spaces with Generative Neural Networks and Optical Flow 
B Bonev, L Prantl, N Thuerey

2017

Generative Moment Matching Autoencoder with Perceptual Loss 
MA Kiasari, DS Moirangthem, M Lee

2017

Metric Learningbased Generative Adversarial Network 
ZY Dou

2017

Sharp and Real Image SuperResolution Using Generative Adversarial Network 
D Zhang, J Shao, G Hu, L Gao

2017

Generating LowRank Textures via Generative Adversarial Network 
S Zhao, J Li

2017

Discovering Order in Unordered Datasets: Generative Markov Networks 
YHH Tsai, H Zhao, R Salakhutdinov, N Jojic

2017

Malware Detection Using Deep Transferred Generative Adversarial Networks 
JY Kim, SJ Bu, SB Cho

2017

WeaklySupervised Dual Generative Adversarial Networks for MakeupRemoval 
X Hou, Y Li, T Li

2017

Enabling Imagination: Generative Adversarial NetworkBased Object Finding in Robotic Tasks 
H Che, B Hu, B Ding, H Wang

2017

Geometrical Insights for Implicit Generative Modeling 
L Bottou, M Arjovsky, D Lopez

2017

Simulating Pathorealistic Ultrasound Images using Deep Generative Networks with Adversarial Learning 
F Tom, D Sheet

2017

Multiscale multiclass conditional generative adversarial network for handwritten character generation 
J Liu, C Gu, J Wang, G Youn, JU Kim

2017

Age Estimation Method Based on Generative Adversarial Networks 
XIN NING, W LI, L SUN

2017

Generating Realistic Chinese Handwriting Characters via Deep Convolutional Generative Adversarial Networks 
C Gu, J Liu, L Kong

2017

IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models 
J Wang, L Yu, W Zhang, Y Gong, Y Xu, B Wang

2017

MultiModal Imitation Learning from Unstructured Demonstrations using Generative Adversarial Nets 
K Hausman, Y Chebotar, S Schaal, G Sukhatme, J Lim

2017

Stabilizing Training of Generative Adversarial Networks through Regularization 
K Roth, A Lucchi, S Nowozin, T Hofmann

2017

Generative Adversarial Networks Conditioned by Brain Signals 
S Palazzo, C Spampinato, I Kavasidis, D Giordano

2017

TripletGAN: Training Generative Model with Triplet Loss 
G Cao, Y Yang, J Lei, C Jin, Y Liu, M Song

2017

Generative Steganography with Kerckhoffs' Principle based on Generative Adversarial Networks 
Y Ke, M Zhang, J Liu, T Su

2017

Data Augmentation Generative Adversarial Networks 
A Antoniou, A Storkey, H Edwards

2017

Disease Prediction from Electronic Health Records Using Generative Adversarial Networks 
U Hwang, S Choi, S Yoon

2017

Generative Adversarial NetworksBased SemiSupervised Learning for Hyperspectral Image Classification 
Z He, H Liu, Y Wang, J Hu

2017

Multiplicative Noise Channel in Generative Adversarial Networks 
X Di, P Yu

2017

MaxBoostGAN: Max Operation to Boost Generative Ability of Generative Adversarial Networks 
X Di, P Yu

2017

Face Generation for LowShot Learning Using Generative Adversarial Networks 
J Choe, S Park, K Kim, J Hyun Park, D Kim, H Shim

2017

Towards Virtual H&E Staining of Hyperspectral Lung Histology Images Using Conditional Generative Adversarial Networks 
N Bayramoglu, M Kaakinen, L Eklund, J Heikkila

2017

Creating Roadmaps in Aerial Images With Generative Adversarial Networks and SmoothingBased Optimization 
D Costea, A Marcu, E Slusanschi, M Leordeanu

2017

Generative Adversarial Learning for Reducing Manual Annotation in Semantic Segmentation on Large Scale Miscroscopy Images: Automated Vessel Segmentation in … 
A Lahiri, K Ayush, PK Biswas, P Mitra

2017

Temporal Generative Adversarial Nets with Singular Value Clipping 
M Saito, E Matsumoto, S Saito

2017

Capturing the diversity of biological tuning curves using generative adversarial networks 
T Arakaki, G Barello, Y Ahmadian

2017

Domain Randomization and Generative Models for Robotic Grasping 
J Tobin, W Zaremba, P Abbeel

2017

A Geometric View of Optimal Transportation and Generative Model 
N Lei, K Su, L Cui, ST Yau, DX Gu

2017

Face Transfer with Generative Adversarial Network 
R Xu, Z Zhou, W Zhang, Y Yu

2017

CMGANs: Crossmodal Generative Adversarial Networks for Common Representation Learning 
Y Peng, J Qi, Y Yuan

2017

Retinal Vasculature Segmentation Using Local Saliency Maps and Generative Adversarial Networks For Image Super Resolution 
D Mahapatra

2017

Generative Adversarial Reservoirs for natural video prediction 
JJ Hintz

2017

An efficient quantum algorithm for generative machine learning 
X Gao, Z Zhang, L Duan

2017

VisuallyAware Fashion Recommendation and Design with Generative Image Models 
WC Kang, C Fang, Z Wang, J McAuley

2017

ZipNetGAN: Inferring Finegrained Mobile Traffic Patterns via a Generative Adversarial Neural Network 
C Zhang, X Ouyang, P Patras

2017

Robust Speech Recognition Using Generative Adversarial Networks 
A Sriram, H Jun, Y Gaur, S Satheesh

2017

Generative Adversarial Networks for Change Detection in Multispectral Imagery 
M Gong, X Niu, P Zhang, Z Li

2017

Artificial Generation of Big Data for Improving Image Classification: A Generative Adversarial Network Approach on SAR Data 
D Marmanis, W Yao, F Adam, M Datcu, P Reinartz

2017

Deformable Deep Convolutional Generative Adversarial Network in Microwave Based Hand Gesture Recognition System 
J Zhang, Z Shi

2017

A Study of Crossdomain Generative Models applied to Cartoon Series 
ET Hassan, DJ Crandall

2017

Improving image generative models with human interactions 
AK Lampinen, D So, D Eck, F Bertsch

2017

Semisupervised Assessment of Incomplete LV Coverage in Cardiac MRI Using Generative Adversarial Nets 
L Zhang, A Gooya, AF Frangi

2017

A Generative Model For Zero Shot Learning Using Conditional Variational Autoencoders 
A Mishra, M Reddy, A Mittal, HA Murthy

2017

Guiding the training of Generative Adversarial Networks 
S Selseng

2017

Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks 
TM Quan, T Nguyen

2017

Image Super Resolution Using Generative Adversarial Networks and Local Saliency Maps for Retinal Image Analysis 
D Mahapatra, B Bozorgtabar, S Hewavitharanage

2017

Intraoperative Organ Motion Models with an Ensemble of Conditional Generative Adversarial Networks 
Y Hu, E Gibson, T Vercauteren, HU Ahmed

2017

OTGAN: Optimal Transport based Generative Adversarial Network 
SP Singh

2017

Generative Adversarial Dehaze Mapping Nets 
C Li, X Zhao, Z Zhang, S Du

2017

Towards Consistency of Adversarial Training for Generative Models 
M Sinn, A Rawat

2017

Continual Learning with Deep Generative Replay 
H Shin, JK Lee, J Kim, J Kim

2017

Approximation and Convergence Properties of Generative Adversarial Learning 
S Liu, O Bousquet, K Chaudhuri

2017

Efficient trainingimage based geostatistical simulation and inversion using a spatial generative adversarial neural network 
E Laloy, R Hérault, D Jacques, N Linde

2017

OptionGAN: Learning Joint RewardPolicy Options using Generative Adversarial Inverse Reinforcement Learning 
P Henderson, WD Chang, PL Bacon, D Meger

2017

MuseGAN: Symbolicdomain Music Generation and Accompaniment with Multitrack Sequential Generative Adversarial Networks 
HW Dong, WY Hsiao, LC Yang, YH Yang

2017

Triangle Generative Adversarial Networks 
Z Gan, L Chen, W Wang, Y Pu, Y Zhang, H Liu, C Li

2017

ClassSplitting Generative Adversarial Networks 
GL Grinblat, LC Uzal, PM Granitto

2017

A study of generative adversarial networks and possible extensions of GANs 
T Zhou

2017

Taking the models back to music practice: evaluating generative transcription models built using deep learning 
BL Sturm, O Ben

2017

Frame Interpolation Using Generative Adversarial Networks 
M Koren, K Menda, A Sharma

2017

Photoshop 2.0: Generative Adversarial Networks for Photo Editing 
HR Roman, B Yang, M Zhang

2017

Generative OpenMax for MultiClass Open Set Classification 
ZY Ge, S Demyanov, Z Chen, R Garnavi

2017

Linear Discriminant Generative Adversarial Networks 
Z Sun, M Ozay, T Okatani

2017

Likelihood Estimation for Generative Adversarial Networks 
H Eghbal

2017

Using Generative Adversarial Networks to Design Shoes: The Preliminary Steps 
J Deverall, J Lee, M Ayala

2017

Hybrid VAE: Improving Deep Generative Models using Partial Observations 
S Tulyakov, A Fitzgibbon, S Nowozin

2017

Face Video SuperResolution with Identity Guided Generative Adversarial Networks 
D Li, Z Wang

2017

GANs for LIFE: Generative Adversarial Networks for Likelihood Free Inference 
V Jethava, D Dubhashi

2017

AttnGAN: FineGrained Text to Image Generation with Attentional Generative Adversarial Networks 
T Xu, P Zhang, Q Huang, H Zhang, Z Gan, X Huang

2017

Pipeline Generative Adversarial Networks for Facial Images Generation with Multiple Attributes 
Z Zheng, Z Yu, H Zheng, C Wang, N Wang

2017

Unsupervised Learning for Celllevel Visual Representation in Histopathology Images with Generative Adversarial Networks 
B Hu, Y Tang, EI Chang, Y Fan, M Lai, Y Xu

2017

EE559–Deep learning 9. Autoencoders and generative models 
F Fleuret

2017

MMGAN: Manifold Matching Generative Adversarial Network for Generating Images 
N Park, A Anand, JRA Moniz, K Lee, T Chakraborty

2017

Best of Both Worlds: Transferring Knowledge from Discriminative Learning to a Generative Visual Dialog Model 
J Lu, A Kannan, J Yang, D Parikh, D Batra

2017

On Unifying Deep Generative Models 
Z Hu, Z Yang, R Salakhutdinov, EP Xing

2017

Language Generation with Recurrent Generative Adversarial Networks without Pretraining 
O Press, A Bar, B Bogin, J Berant, L Wolf

2017

Generative modeling of speech using neural networks 
S Matsoukas, N Ström, A Rastrow, SVSSR Garimella

2017

Unsupervised ImagetoImage Translation with Generative Adversarial Networks 
H Dong, P Neekhara, C Wu, Y Guo

2017

Pretraining the Deep Generative Models with Adaptive Hyperparameter Optimization 
C Yao, D Cai, J Bu, G Chen

2017

Generative Adversarial Neural Networks for Pigmented and NonPigmented Skin Lesions Detection in Clinical Images 
A Udrea, GD Mitra

2017

SemiSupervised Haptic Material Recognition for Robots using Generative Adversarial Networks 
Z Erickson, S Chernova, CC Kemp

2017

Generative Adversarial Network For Musical Instrument Tone 
IJ Yu

2017

Look, Imagine and Match: Improving TextualVisual CrossModal Retrieval with Generative Models 
J Gu, J Cai, S Joty, L Niu, G Wang

2017

HighResolution Deep Convolutional Generative Adversarial Networks 
JD Curto, IC Zarza, F De La Torre, I King, MR Lyu

2017

Generative Face Completion 
Y Li, S Liu, J Yang, MH Yang

2017

Generative Adversarial Networks: An Overview 
A Creswell, T White, V Dumoulin, K Arulkumaran

2017

Depth and Complexity of Deep Generative Adversarial Networks 
HV Yamazaki, T Yamaguchi

2017

Generative Adversarial Perturbations 
O Poursaeed, I Katsman, B Gao, S Belongie

2017

TVGAN: Generative Adversarial Network Based Thermal to Visible Face Recognition 
T Zhang, A Wiliem, S Yang, BC Lovell

2017

SGAN: An Alternative Training of Generative Adversarial Networks 
T Chavdarova, F Fleuret

2017

Towards Recovery of Conditional Vectors from Conditional Generative Adversarial Networks 
S Ding, A Wallin

2017

Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal 
J Wang, X Li, L Hui, J Yang

2017

Variational Approaches for AutoEncoding Generative Adversarial Networks 
M Rosca, B Lakshminarayanan, D Warde

2017

Concept Formation and Dynamics of Repeated Inference in Deep Generative Models 
Y Nagano, R Karakida, M Okada

2017

Eye InPainting with Exemplar Generative Adversarial Networks 
B Dolhansky, CC Ferrer

2017

PacGAN: The power of two samples in generative adversarial networks 
Z Lin, A Khetan, G Fanti, S Oh

2017

Logo Synthesis and Manipulation with Clustered Generative Adversarial Networks 
A Sage, E Agustsson, R Timofte, L Van Gool

2017

Stochastic reconstruction of an oolitic limestone by generative adversarial networks 
L Mosser, O Dubrule, MJ Blunt

2017

Decoding brainlike representations with a generative adversarial network 
G St

2017

WaterGAN: Unsupervised Generative Network to Enable Realtime Color Correction of Monocular Underwater Images 
J Li, KA Skinner, RM Eustice, M Johnson

2017

Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks 
L Mescheder, S Nowozin, A Geiger

2017

Generative Autotransporters 
J Wu, Z Huang, W Li, L Van Gool

2017

DeLiGAN: Generative Adversarial Networks for Diverse and Limited Data 
S Gurumurthy, RK Sarvadevabhatla

2017

Creating Virtual Universes Using Generative Adversarial Networks 
M Mustafa, D Bard, W Bhimji, R Al

2017

Deep Learning and Hierarchal Generative Models 
E Mossel

2017

Unsupervised Generative Modeling Using Matrix Product States 
ZY Han, J Wang, H Fan, L Wang, P Zhang

2017

CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training 
M Kocaoglu, C Snyder, AG Dimakis, S Vishwanath

2017

Synthetic Medical Images from Dual Generative Adversarial Networks 
JT Guibas, TS Virdi, PS Li

2017

The Partial Information Decomposition of Generative Neural Network Models 
T Tax, PAM Mediano, M Shanahan

2017

Boosting Deep Learning Risk Prediction with Generative Adversarial Networks for Electronic Health Records 
Z Che, Y Cheng, S Zhai, Z Sun, Y Liu

2017

Generative Adversarial Networks for Model Based Reinforcement Learning with Tree Search 
T Xiao, G Kesineni

2017

Building an Automatic Sprite Generator with Deep Convolutional Generative Adversarial Networks 
L Horsley, D Perez

2017

SSGAN: Secure Steganography Based on Generative Adversarial Networks 
H Shi, J Dong, W Wang, Y Qian, X Zhang

2017

AlignGAN: Learning to Align CrossDomain Images with Conditional Generative Adversarial Networks 
X Mao, Q Li, H Xie

2017

Statistical Parametric Speech Synthesis Using Generative Adversarial Networks Under A Multitask Learning Framework 
S Yang, L Xie, X Chen, X Lou, D Huang, H Li

2017

Generative Adversarial Networks for Noise Reduction in LowDose CT 
JM Wolterink, T Leiner, MA Viergever, I Isgum

2017

FlowGAN: Bridging implicit and prescribed learning in generative models 
AGMDS Ermon

2017

Learning to sample from noise with deep generative models 
F Bordes

2017

Phase space sampling and operator confidence with generative adversarial networks 
K Mills, I Tamblyn

2017

I Know That Person: Generative Full Body and Face DeIdentification of People in Images 
K Brkic, I Sikiric, T Hrkac, Z Kalafatic

2017

Translationaware Semantic Segmentation via Conditional Least Square Generative Adversarial Networks 
M Zhanga, X Hua, L Zhaoa, S Pangb, J Gonga, M Luoa

2017

Binary Generative Adversarial Networks for Image Retrieval 
J Song

2017

NIPS 2016 Tutorial: Generative Adversarial Networks 
I Goodfellow

2017

Generative Adversarial Networks 
S Halbritter

2017

SAR image target recognition via deep Bayesian generative network 
D Guo, B Chen

2017

Two TimeScale Update Rule for Generative Adversarial Nets 
H Ramsauer, M Heusel, S Hochreiter, B Nessler

2017

Temporal Coherency based Criteria for Predicting Video Frames using Deep Multistage Generative Adversarial Networks 
P Bhattacharjee, S Das

2017

SemiSupervised Learning for Optical Flow with Generative Adversarial Networks 
WS Lai, JB Huang, MH Yang

2017

Structured Generative Adversarial Networks 
H Zhang, Z Deng, X Liang, J Zhu, EP Xing

2017

A semisupervised generative framework with deep learning features for highresolution remote sensing image scene classification 
W Han, R Feng, L Wang, Y Cheng

2017

A Generative Model for Volume Rendering 
M Berger, J Li, JA Levine

2017

Deep Illumination: Approximating Dynamic Global Illumination with Generative Adversarial Network 
MM Thomas, AG Forbes

2017

ContextAware Generative Adversarial Privacy 
C Huang, P Kairouz, X Chen, L Sankar, R Rajagopal

2017

Biomedical Data Augmentation Using Generative Adversarial Neural Networks 
F Calimeri, A Marzullo, C Stamile, G Terracina

2017

ParallelPathway Generator for Generative Adversarial Networks to Generate HighResolution Natural Images 
Y Okadome, W Wei, T Aizono

2017

How to Fool Radiologists with Generative Adversarial Networks? A Visual Turing Test for Lung Cancer Diagnosis 
MJM Chuquicusma, S Hussein, J Burt, U Bagci

2017

Text Generation Based on Generative Adversarial Nets with Latent Variable 
H Wang, Z Qin, T Wan

2017

Training Sequence Generative Adversarial Nets to Compose Music in the abcnotation 
OF Jansen

2017

GANGs: Generative Adversarial Network Games 
FA Oliehoek, R Savani, J Gallego

2017

Imagine it for me: Generative Adversarial Approach for ZeroShot Learning from Noisy Texts 
Y Zhu, M Elhoseiny, B Liu, A Elgammal

2017

Generalization of Deep Neural Networks for Chest Pathology Classification in XRays Using Generative Adversarial Networks 
H Salehinejad, S Valaee, T Dowdell, E Colak, J Barfett

2017

Towards Qualitative Advancement of Underwater Machine Vision with Generative Adversarial Networks 
X Chen, J Yu, S Kong, Z Wu, X Fang, L Wen

2017

Generative Adversarial Networks for Electronic Health Records: A Framework for Exploring and Evaluating Methods for Predicting DrugInduced Laboratory Test … 
A Yahi, R Vanguri, N Elhadad, NP Tatonetti

2017

Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial Networks 
Y Huo, Z Xu, S Bao, C Bermudez, AJ Plassard, J Liu

2017

SinkhornAutoDiff: Tractable Wasserstein Learning of Generative Models 
A Genevay, G Peyré, M Cuturi

2017

Megapixel Size Image Creation using Generative Adversarial Networks 
M Marchesi

2017

ObjectiveReinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models 
GL Guimaraes, B Sanchez

2017

Weakly Supervised Generative Adversarial Networks for 3D Reconstruction 
JY Gwak, CB Choy, A Garg, M Chandraker, S Savarese

2017

Deep Generative Adversarial Networks for Compressed Sensing Automates MRI 
M Mardani, E Gong, JY Cheng, S Vasanawala

2017

Attentive Generative Adversarial Network for Raindrop Removal from a Single Image 
R Qian, RT Tan, W Yang, J Su, J Liu

2017

StarGAN: Unified Generative Adversarial Networks for MultiDomain ImagetoImage Translation 
Y Choi, M Choi, M Kim, JW Ha, S Kim, J Choo

2017

In2I: Unsupervised MultiImagetoImage Translation Using Generative Adversarial Networks 
P Perera, M Abavisani, VM Patel

2017

Differential Generative Adversarial Networks: Synthesizing Nonlinear Facial Variations with Limited Number of Training Data 
G Gu, ST Kim, K Kim, WJ Baddar, YM Ro

2017

IVEGAN: Invariant Encoding Generative Adversarial Networks 
R Winter, DA Clevert

2017

Personalized and Occupationalaware Age Progression by Generative Adversarial Networks 
S Zhou, W Zhao, J Feng, H Lai, Y Pan, J Yin, S Yan

2017

Recurrent Generative Adversarial Networks for Proximal Learning and Automated Compressive Image Recovery 
M Mardani, H Monajemi, V Papyan, S Vasanawala

2017

Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery 
T Schlegl, P Seeböck, SM Waldstein, U Schmidt

2017

Global versus Localized Generative Adversarial Nets 
GJ Qi, L Zhang, H Hu

2017

Latent Constraints: Learning to Generate Conditionally from Unconditional Generative Models 
J Engel, M Hoffman, A Roberts

2017

Improving Consistency and Correctness of Sequence Inpainting using Semantically Guided Generative Adversarial Network 
A Lahiri, A Jain, PK Biswas, P Mitra

2017

How Generative Adversarial Nets and its variants Work: An Overview of GAN 
Y Hong, U Hwang, J Yoo, S Yoon

2017

Exploring Speech Enhancement with Generative Adversarial Networks for Robust Speech Recognition 
C Donahue, B Li, R Prabhavalkar

2017

Frame Interpolation with MultiScale Deep Loss Functions and Generative Adversarial Networks 
J van Amersfoort, W Shi, A Acosta, F Massa, J Totz

2017

Generative Models In Discriminative Based Hasing Method Classifiers 
S SIVASAKTHI, PN Suguna

2017

Generative learning for deep networks 
B Flach, A Shekhovtsov, O Fikar

2017

Learning Multigrid Generative ConvNets by Minimal Contrastive Divergence 
R Gao, Y Lu, J Zhou, SC Zhu, YN Wu

2017

Statistical Parametric Speech Synthesis Incorporating Generative Adversarial Networks 
Y Saito, S Takamichi, H Saruwatari

2017

Creating Turbulent Flow Realizations with Generative Adversarial Networks 
R King, P Graf, M Chertkov

2017

Addressing Challenging Place Recognition Tasks using Generative Adversarial Networks 
Y Latif, R Garg, M Milford, I Reid

2017

Learning to Generate TimeLapse Videos Using MultiStage Dynamic Generative Adversarial Networks 
W Xiong, W Luo, L Ma, W Liu, J Luo

2017

Hierarchical Detail Enhancing MeshBased Shape Generation with 3D Generative Adversarial Network 
C Jiang, P Marcus

2017

Generative adversarial networkbased glottal waveform model for statistical parametric speech synthesis 
B Bollepalli, L Juvela, P Alku

2017

Generative Adversarial Network based Synthesis for Supervised Medical Image Segmentation 
T Neff, C Payer, D Štern, M Urschler

2017

Generative Adversarial Models for People Attribute Recognition in Surveillance 
F Matteo, S Calderara, R Cucchiara

2017

Wasserstein generative adversarial networks 
M Arjovsky, S Chintala, L Bottou

2017

From optimal transport to generative modeling: the VEGAN cookbook 
O Bousquet, S Gelly, I Tolstikhin, CJ Simon

2017

Wasserstein Learning of Deep Generative Point Process Models 
S Xiao, M Farajtabar, X Ye, J Yan, L Song, H Zha

2017

Synthetic Aperture Radar Image Synthesis by Using Generative Adversarial Nets 
J Guo, B Lei, C Ding, Y Zhang

2017

Continual Learning in Generative Adversarial Nets 
A Seff, A Beatson, D Suo, H Liu

2017

LOGAN: Evaluating Privacy Leakage of Generative Models Using Generative Adversarial Networks 
J Hayes, L Melis, G Danezis, E De Cristofaro

2017

Semantically Decomposing the Latent Spaces of Generative Adversarial Networks 
C Donahue, A Balsubramani, J McAuley, ZC Lipton

2017

Generating and designing DNA with deep generative models 
N Killoran, LJ Lee, A Delong, D Duvenaud, BJ Frey

2017

Metricbased Generative Adversarial Network 
G Dai, J Xie, Y Fang

2017

Face Aging with Contextual Generative Adversarial Nets 
S Liu, Y Sun, D Zhu, R Bao, W Wang, X Shu, S Yan

2017

Language and Noise Transfer in Speech Enhancement Generative Adversarial Network 
S Pascual, M Park, J Serrà, A Bonafonte, KH Ahn

2017

Coverless Information Hiding Based on Generative adversarial networks 
M Liu, M Zhang, J Liu, Y Zhang, Y Ke

2017

On the Effectiveness of Least Squares Generative Adversarial Networks 
X Mao, Q Li, H Xie, RYK Lau, Z Wang, SP Smolley

2017

Crossing Nets: Dual Generative Models with a Shared Latent Space for Hand Pose Estimation 
C Wan, T Probst, L Van Gool, A Yao

2017

Deep Generative Adversarial Neural Networks for Realistic Prostate Lesion MRI Synthesis 
A Kitchen, J Seah

2017

Generative Semantic Manipulation with Contrasting GAN 
X Liang, H Zhang, EP Xing

2017

Unsupervised Visual Attribute Transfer with Reconfigurable Generative Adversarial Networks 
T Kim, B Kim, M Cha, J Kim

2017

ModelFree Renewable Scenario Generation Using Generative Adversarial Networks 
Y Chen, Y Wang, D Kirschen, B Zhang

2017

Bayesian Conditional Generative Adverserial Networks 
ME Abbasnejad, Q Shi, I Abbasnejad, A Hengel, A Dick

2017

Perceptual Generative Adversarial Networks for Small Object Detection 
J Li, X Liang, Y Wei, T Xu, J Feng, S Yan

2017

Interactive 3D Modeling with a Generative Adversarial Network 
J Liu, F Yu, T Funkhouser

2017

druGAN: an advanced generative adversarial autoencoder model for denovo generation of new molecules with desired molecular properties in silico 
A Kadurin, S Nikolenko, K Khrabrov, A Aliper

2017

Generative Adversarial Network based on Resnet for Conditional Image Restoration 
M Wang, H Li, F Li

2017

Optimizing the Latent Space of Generative Networks 
P Bojanowski, A Joulin, D Lopez

2017

Freehand Ultrasound Image Simulation with SpatiallyConditioned Generative Adversarial Networks 
Y Hu, E Gibson, LL Lee, W Xie, DC Barratt

2017

Synthesis of Positron Emission Tomography (PET) Images via Multichannel Generative Adversarial Networks (GANs) 
M Fulham

2017

Autopainter: Cartoon Image Generation from Sketch by Using Conditional Generative Adversarial Networks 
Y Liu, Z Qin, Z Luo, H Wang

2017

Introspective Generative Modeling: Decide Discriminatively 
J Lazarow, L Jin, Z Tu

2017

Generative adversarial networks: introduction and outlook 
K Wang, C Gou, Y Duan, Y Lin, X Zheng, FY Wang

2017

Multimodal Storytelling via Generative Adversarial Imitation Learning 
Z Chen, X Zhang, AP Boedihardjo, J Dai, CT Lu

2017

Tag Disentangled Generative Adversarial Networks for Object Image Rerendering 
C Wang, C Wang, C Xu, D Tao

2017

Generative Adversarial Networkbased Synthesis of Visible Faces from Polarimetric Thermal Faces 
H Zhang, VM Patel, BS Riggan, S Hu

2017

Speechbased Diagnosis of Autism Spectrum Condition by Generative Adversarial Network Representations 
J Deng, N Cummins, M Schmi, K Qian, F Ringeval

2017

Generative Adversarial Networks for Visual Object Detection 
D Kislyuk

2017

Sociallycompliant Navigation through Raw Depth Inputs with Generative Adversarial Imitation Learning 
L Tai, J Zhang, M Liu, W Burgard

2017

Conditional Generative Adversarial Networks for Speech Enhancement and NoiseRobust Speaker Verification 
D Michelsanti, ZH Tan

2017

An endtoend generative adversarial network for crowd counting under complicated scenes 
J Li, H Yang, L Chen, J Li, C Zhi

2017

The shape variational autoencoder: A deep generative model of partsegmented 3D objects 
C Nash, CKI Williams

2017

Generative Adversarial Mapping Networks 
J Guo, G Zhu, J Li

2017

Generative Adversarial Networks with Inverse Transformation Unit 
Z Kong, S Ding

2017

Belief propagation generative adversarial networks 
S Wang

2017

Multiphase Offline Signature Verification System Using Deep Convolutional Generative Adversarial Networks 
Z Zhang, X Liu, Y Cui

2017

A Generative Model of People in Clothing 
C Lassner, G Pons

2017

Adversarial Examples Generation and Defense Based on Generative Adversarial Network 
F Xia, R Liu

2017

Modeling Grasp Motor Imagery through Deep Conditional Generative Models 
M Veres, M Moussa, GW Taylor

2017

Group invariance principles for causal generative models 
M Besserve, N Shajarisales, B Schölkopf, D Janzing

2017

GRASS: Generative Recursive Autoencoders for Shape Structures 
J Li, K Xu, S Chaudhuri, E Yumer, H Zhang, L Guibas

2017

Generative Cooperative Net for Image Generation and Data Augmentation 
Q Xu, Z Qin, T Wan

2017

Generative Adversarial Trainer: Defense to Adversarial Perturbations with GAN 
H Lee, S Han, J Lee

2017

CaloGAN: Simulating 3D High Energy Particle Showers in MultiLayer Electromagnetic Calorimeters with Generative Adversarial Networks 
M Paganini, L de Oliveira, B Nachman

2017

Learning Representations of Emotional Speech with Deep Convolutional Generative Adversarial Networks 
J Chang, S Scherer

2017

HighQuality Face Image SR Using Conditional Generative Adversarial Networks 
H Bin, C Weihai, W Xingming, L Chun

2017

Image Reconstruction by Generative Adversarial Networks 
M Huang, K Frans, M Tory, J Zhang

2017

Learning Deep Generative Models With Doubly Stochastic Gradient MCMC 
C Du, J Zhu, B Zhang

2017

Tensorizing Generative Adversarial Nets 
X Cao, Q Zhao

2017

SVSGAN: Singing Voice Separation via Generative Adversarial Network 
ZC Fan, YL Lai, JSR Jang

2017

Flexible Prior Distributions for Deep Generative Models 
Y Kilcher, A Lucchi, T Hofmann

2017

Generative Adversarial Source Separation 
C Subakan, P Smaragdis

2017

Implicit Manifold Learning on Generative Adversarial Networks 
KYC Lui, Y Cao, M Gazeau, KS Zhang

2017

StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks 
H Zhang, T Xu, H Li, S Zhang, X Wang, X Huang

2017

Generate IdentityPreserving Faces by Generative Adversarial Networks 
Z Li, Y Luo

2017

An Online Learning Approach to Generative Adversarial Networks 
P Grnarova, KY Levy, A Lucchi, T Hofmann, A Krause

2017

Adversarial Divergences are Good Task Losses for Generative Modeling 
G Huang, G Gidel, H Berard, A Touati, S Lacoste

2017

Image Quality Assessment Techniques Show Improved Training and Evaluation of Autoencoder Generative Adversarial Networks 
MO Vertolli, J Davies

2017

Parametrization and Generation of Geological Models with Generative Adversarial Networks 
S Chan, AH Elsheikh

2017

Probabilistic Generative Adversarial Networks 
H Eghbal

2017

The Riemannian Geometry of Deep Generative Models 
H Shao, A Kumar, PT Fletcher

2017

A generative adversarial framework for positiveunlabeled classification 
M Hou, Q Zhao, C Li, B Chaib

2017

Object Discovery By Generative Adversarial & Ranking Networks 
A Diba, V Sharma, R Stiefelhagen, L Van Gool

2017

Sketchbased Image Retrieval using Generative Adversarial Networks 
L Guo, J Liu, Y Wang, Z Luo, W Wen, H Lu

2017

STGAN: Unsupervised Facial Image Semantic Transformation Using Generative Adversarial Networks 
J Zhang, F Zhong, G Cao, X Qin

2017

Generative Adversarial Networks for Multimodal Representation Learning in Video Hyperlinking 
V Vukotic, C Raymond, G Gravier

2017

Simultaneously ColorDepth SuperResolution with Conditional Generative Adversarial Network 
L Zhao, J Liang, H Bai, A Wang, Y Zhao

2017

Automatic manga colorization with color style by generative adversarial nets 
Y Kataoka, T Matsubara, K Uehara

2017

MCMC based Generative Adversarial Networks for Handwritten Numeral Augmentation 
H Zhang, C Luo, X Yu, P Ren

2016

SemiSupervised Learning with ContextConditional Generative Adversarial Networks 
E Denton, S Gross, R Fergus

2016

DeepCancer: Detecting Cancer through Gene Expressions via Deep Generative Learning 
RR Bhat, V Viswanath, X Li

2016

StackGAN: Text to Photorealistic Image Synthesis with Stacked Generative Adversarial Networks 
H Zhang, T Xu, H Li, S Zhang, X Huang, X Wang

2016

Combining Generative and Discriminative Neural Networks for Sleep Stages Classification 
EP Giri, MI Fanany, AM Arymurthy

2016

Combining Generative and Discriminative Representation Learning for Lung CT Analysis with Convolutional Restricted Boltzmann Machines 
G van Tulder, M de Bruijne

2016

Auxiliary Deep Generative Models 
L Maaløe, CK Sønderby, SK Sønderby, O Winther

2016

Feedforward Initialization for Fast Inference of Deep Generative Networks is biologically plausible 
Y Bengio, B Scellier, O Bilaniuk, J Sacramento, W Senn

2016

Robust Image Restoration Based on Adaptive Multiple Columns Generative Model 
Y Wang, X Li, L Zhao

2016

SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient 
L Yu, W Zhang, J Wang, Y Yu

2016

Multiclass Generative Adversarial Networks with the L2 Loss Function 
X Mao, Q Li, H Xie, RYK Lau, Z Wang

2016

Socratic Learning: Empowering the Generative Model 
P Varma, R Yu, D Iter, C De Sa, C Ré

2016

Generative Adversarial Text to Image Synthesis 
S Reed, Z Akata, X Yan, L Logeswaran, B Schiele

2016

Deep Directed Generative Models with EnergyBased Probability Estimation 
T Kim, Y Bengio

2016

Learning a Predictable and Generative Vector Representation for Objects 
R Girdhar, DF Fouhey, M Rodriguez, A Gupta

2016

Generative Image Modeling using Style and Structure Adversarial Networks 
X Wang, A Gupta

2016

OneShot Generalization in Deep Generative Models 
DJ Rezende, S Mohamed, I Danihelka, K Gregor

2016

Generative Adversarial Networks as Variational Training of Energy Based Models 
S Zhai, Y Cheng, R Feris, Z Zhang

2016

Deep Generative Models of Galaxy Images for the Calibration of the Next Generation of Weak Lensing Surveys 
F Lanusse, S Ravanbakhsh, R Mandelbaum

2016

Generating Images Part by Part with Composite Generative Adversarial Networks 
H Kwak, BT Zhang

2016

Learning Deep Generative Spatial Models for Mobile Robots 
A Pronobis, RPN Rao

2016

SADGAN: Synthetic Autonomous Driving using Generative Adversarial Networks 
A Ghosh, B Bhattacharya, SBR Chowdhury

2016

UltraResolving Face Images by Discriminative Generative Networks 
X Yu, F Porikli

2016

A Theory of Generative ConvNet 
J Xie, Y Lu, SC Zhu, YN Wu

2016

Discriminative Regularization for Generative Models 
A Lamb, V Dumoulin, A Courville

2016

Generative Leadership for Community Colleges 
J Channing

2016

Kernelbased Generative Learning in Distortion Feature Space 
B Tang, PM Baggenstoss, H He

2016

Deep PartBased Generative Shape Model with Latent Variables 
A Kirillov, M Gavrikov, E Lobacheva, A Osokin

2016

A Document Modeling Method Based on Deep Generative Model and Spectral Hashing 
H Chen, J Xu, Q Wang, B He

2016

Learning Generative ConvNet with Continuous Latent Factors by Alternating BackPropagation 
T Han, Y Lu, SC Zhu, YN Wu

2016

Precomputed RealTime Texture Synthesis with Markovian Generative Adversarial Networks 
C Li, M Wand

2016

A Theory Of Generative Convnet By Jianwen Xie, Yang Lu, SongChun Zhu And Ying Nian Wu 
J XIE, Y LU, SC ZHU, YN WU

2016

PhotoRealistic Single Image SuperResolution Using a Generative Adversarial Network 
C Ledig, L Theis, F Huszar, J Caballero, A Aitken

2016

A Nonparametric Framework for Quantifying Generative Inference on Neuromorphic Systems 
O Neopane, S Das, E Arias

2016

WaveNet: A Generative Model for Raw Audio 
S Dieleman, H Zen, K Simonyan, O Vinyals, A Graves

2016

Medical Image Synthesis with ContextAware Generative Adversarial Networks 
D Nie, R Trullo, C Petitjean, S Ruan, D Shen

2015

Analysis and synthesis of 3D shape families via deep‐learned generative models of surfaces 
H Huang, E Kalogerakis, B Marlin

2015

Image Classification Using Generative Neuro Evolution for Deep Learning 
P Verbancsics, J Harguess

2015

Hierarchical Neural Network Generative Models for Movie Dialogues 
IV Serban, A Sordoni, Y Bengio, A Courville, J Pineau

2015

A Generative Restricted Boltzmann Machine Based Method for HighDimensional Motion Data Modeling 
S Nie, Z Wang, Q Ji

2015

Generative Moment Matching Networks 
Y Li, K Swersky, R Zemel

2015

A Generative Model for Deep Convolutional Learning 
Y Pu, X Yuan, L Carin

2015

Training Deep Generative Models: Variations on a Theme 
P Bachman, D Precup, NE Thermodynamics

2015

A Deep Generative Deconvolutional Image Model 
Y Pu, X Yuan, A Stevens, C Li, L Carin

2015

Implementation of discriminative and generative deep learning 
J Shen, M Lee

2015

Adding discriminative power to a generative hierarchical compositional model using histograms of compositions 
D Tabernik, A Leonardis, M Boben, D Skočaj, M Kristan

2015

A note on the evaluation of generative models 
L Theis, A Oord, M Bethge

2015

Generative Graph Prototypes from Information Theory 
R Wilson, E Hancock

2015

Mapping Generative Models onto Networks of Digital Spiking Neurons 
BU Pedroni, S Das, JV Arthur, PA Merolla, BL Jackson

2015

Deep Discriminative And Generative Models For Pattern Recognition 
L Deng, N Jaitly

2015

Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks 
E Denton, S Chintala, A Szlam, R Fergus

2015

Learning Deep Generative Models with Doubly Stochastic MCMC 
C Du, J Zhu, B Zhang

2015

Generative Image Modeling Using Spatial LSTMs 
L Theis, M Bethge

2015

Maxmargin Deep Generative Models 
C Li, J Zhu, T Shi, B Zhang

2015

Conditional generative adversarial nets for convolutional face generation 
J Gauthier

2015

Unsupervised Learning of Visual Structure using Predictive Generative Networks 
W Lotter, G Kreiman, D Cox

2015

Learning Structured Output Representation using Deep Conditional Generative Models 
K Sohn, H Lee, X Yan

2015

Efficient inference in occlusionaware generative models of images 
J Huang, K Murphy

2015

Modeling cognition with generative neural networks: The case of orthographic processing 
A Testolin

2015

GSNs: Generative Stochastic Networks 
G Alain, Y Bengio, L Yao, J Yosinski

2015

Bidirectional Recurrent Neural Networks as Generative ModelsReconstructing Gaps in Time Series 
M Berglund, T Raiko, M Honkala, L Kärkkäinen

2015

Learning as a generative activity: Eight learning strategies that promote understanding 
L Fiorella, RE Mayer

2014

An Overview of Deep Generative Models 
J Xu, H Li, S Zhou

2014

Generative Modeling of Convolutional Neural Networks 
J Dai, YN Wu

2014

Voice Conversion Using Deep Neural Networks with LayerWise Generative Training 
LH Chen, ZH Ling, LJ Liu, LR Dai

2014

A generative model of identifying informative proteins from dynamic PPI networks 
Y Zhang, Y Cheng, KB Jia, AD Zhang

2014

Conditional Generative Adversarial Nets 
M Mirza, S Osindero

2014

Generative Adversarial Nets 
IJ Goodfellow, J Pouget

2014

Learning Generative Models with Visual AttentionSupplementary Materials 
CN Network

2014

Deep Directed Generative Autoencoders 
S Ozair, Y Bengio

2014

ContextAware Generative Learning Objects for Teaching Computer Science 
R BURBAITE, K BESPALOVA, R DAMASˇEVICˇIUS
