## GAN Least Squares Loss

Introduced by Mao et al. in Least Squares Generative Adversarial Networks

GAN Least Squares Loss is a least squares loss function for generative adversarial networks. Minimizing this objective function is equivalent to minimizing the Pearson $\chi^{2}$ divergence. The objective function (here for LSGAN) can be defined as:

$$\min_{D}V_{LS}\left(D\right) = \frac{1}{2}\mathbb{E}_{\mathbf{x} \sim p_{data}\left(\mathbf{x}\right)}\left[\left(D\left(\mathbf{x}\right) - b\right)^{2}\right] + \frac{1}{2}\mathbb{E}_{\mathbf{z}\sim p_{data}\left(\mathbf{z}\right)}\left[\left(D\left(G\left(\mathbf{z}\right)\right) - a\right)^{2}\right]$$

$$\min_{G}V_{LS}\left(G\right) = \frac{1}{2}\mathbb{E}_{\mathbf{z} \sim p_{\mathbf{z}}\left(\mathbf{z}\right)}\left[\left(D\left(G\left(\mathbf{z}\right)\right) - c\right)^{2}\right]$$

where $a$ and $b$ are the labels for fake data and real data and $c$ denotes the value that $G$ wants $D$ to believe for fake data.

#### Latest Papers

PAPER DATE
Learning Functors using Gradient Descent
Bruno Gavranović
2020-09-15
Pairwise-GAN: Pose-based View Synthesis through Pair-Wise Training
Xuyang ShenJo PlestedYue YaoTom Gedeon
2020-09-13
Enabling Image Recognition on Constrained Devices Using Neural Network Pruning and a CycleGAN
August LidfeltDaniel IsakssonLudwig HedlundSimon ÅbergMarkus BorgErik Larsson
2020-09-11
Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images
Julian Alberto PalladinoDiego Fernandez SlezakEnzo Ferrante
2020-09-10
Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-Resolution
Rao Muhammad UmerChristian Micheloni
2020-09-07
Langevin Cooling for Domain Translation
Vignesh SrinivasanKlaus-Robert MüllerWojciech SamekShinichi Nakajima
2020-08-31
Slide-free MUSE Microscopy to H&E Histology Modality Conversion via Unpaired Image-to-Image Translation GAN Models
Tanishq AbrahamAndrew ShawDaniel O'ConnorAustin ToddRichard Levenson
2020-08-19
CinC-GAN for Effective F0 prediction for Whisper-to-Normal Speech Conversion
Maitreya PatelMirali PurohitJui ShahHemant A. Patil
2020-08-18
Model Patching: Closing the Subgroup Performance Gap with Data Augmentation
| Karan GoelAlbert GuYixuan LiChristopher Ré
2020-08-15
AdaIN-Switchable CycleGAN for Efficient Unsupervised Low-Dose CT Denoising
Jawook GuJong Chul Ye
2020-08-13
Powers of layers for image-to-image translation
Hugo TouvronMatthijs DouzeMatthieu CordHervé Jégou
2020-08-13
Spectrum and Prosody Conversion for Cross-lingual Voice Conversion with CycleGAN
Zongyang DuKun ZhouBerrak SismanHaizhou Li
2020-08-11
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data
Hyungjin ChungEunju ChaLeonard SunwooJong Chul Ye
2020-08-04
Project to Adapt: Domain Adaptation for Depth Completion from Noisy and Sparse Sensor Data
Adrian Lopez-RodriguezBenjamin BusamKrystian Mikolajczyk
2020-08-03
Detection, Attribution and Localization of GAN Generated Images
Michael GoebelLakshmanan NatarajTejaswi NanjundaswamyTajuddin Manhar MohammedShivkumar ChandrasekaranB. S. Manjunath
2020-07-20
MTS-CycleGAN: An Adversarial-based Deep Mapping Learning Network for Multivariate Time Series Domain Adaptation Applied to the Ironmaking Industry
Cedric SchockaertHenri Hoyez
2020-07-15
Investigation of Sentiment Controllable Chatbot
Hung-yi LeeCheng-Hao HoChien-Fu LinChiung-Chih ChangChih-Wei LeeYau-Shian WangTsung-Yuan HsuKuan-Yu Chen
2020-07-11
HoughNet: Integrating near and long-range evidence for bottom-up object detection
| Nermin SametSamet HicsonmezEmre Akbas
2020-07-05
PriorGAN: Real Data Prior for Generative Adversarial Nets
Shuyang GuJianmin BaoDong ChenFang Wen
2020-06-30
Pushing the Limit of Unsupervised Learning for Ultrasound Image Artifact Removal
Shujaat KhanJaeyoung HuhJong Chul Ye
2020-06-26
Neural Graphics Pipeline for Controllable Image Generation
Xuelin ChenDaniel Cohen-OrBaoquan ChenNiloy J. Mitra
2020-06-18
Can Synthetic Data Improve Object Detection Results for Remote Sensing Images?
Weixing LiuJun LiuBin Luo
2020-06-09
A Robust Attentional Framework for License Plate Recognition in the Wild
Linjiang ZhangPeng WangHui LiZhen LiChunhua ShenYanning Zhang
2020-06-06
Segmentation of Surgical Instruments for Minimally-Invasive Robot-Assisted Procedures Using Generative Deep Neural Networks
Iñigo Azqueta-GavaldonFlorian FröhlichKlaus StroblRudolph Triebel
2020-06-05
Unpaired Portrait Drawing Generation via Asymmetric Cycle Mapping
Ran Yi Yong-Jin Liu Yu-Kun Lai Paul L. Rosin
2020-06-01
Identity-Preserving Realistic Talking Face Generation
Sanjana SinhaSandika BiswasBrojeshwar Bhowmick
2020-05-25
Map Generation from Large Scale Incomplete and Inaccurate Data Labels
Rui ZhangConrad AlbrechtWei ZhangXiaodong CuiUlrich FinklerDavid KungSiyuan Lu
2020-05-20
Medical Image Generation using Generative Adversarial Networks
Nripendra Kumar SinghKhalid Raza
2020-05-19
DeepHist: Differentiable Joint and Color Histogram Layers for Image-to-Image Translation
Mor Avi-AharonAssaf ArbelleTammy Riklin Raviv
2020-05-06
Data Augmentation via Mixed Class Interpolation using Cycle-Consistent Generative Adversarial Networks Applied to Cross-Domain Imagery
Hiroshi SasakiChris G. WillcocksToby P. Breckon
2020-05-05
StereoGAN: Bridging Synthetic-to-Real Domain Gap by Joint Optimization of Domain Translation and Stereo Matching
Rui LiuChengxi YangWenxiu SunXiaogang WangHongsheng Li
2020-05-05
Kernel of CycleGAN as a principal homogeneous space
Nikita MoriakovJonas AdlerJonas Teuwen
2020-05-01
Offline Signature Verification on Real-World Documents
| Deniz EnginAlperen KantarcıSeçil ArslanHazım Kemal Ekenel
2020-04-25
A Cycle GAN Approach for Heterogeneous Domain Adaptation in Land Use Classification
Claire VoreiterJean-Christophe BurnelPierre LassalleMarc SpigaiRomain HuguesNicolas Courty
2020-04-22
Super-resolution of clinical CT volumes with modified CycleGAN using micro CT volumes
Tong ZHENGHirohisa ODATakayasu MORIYATakaaki SUGINOShota NAKAMURAMasahiro ODAMasaki MORIHirotsugu TAKABATAKEHiroshi NATORIKensaku MORI
2020-04-07
Iconify: Converting Photographs into Icons
Takuro KaramatsuGibran Benitez-GarciaKeiji YanaiSeiichi Uchida
2020-04-07
Manifold-Aware CycleGAN for High Resolution Structural-to-DTI Synthesis
Benoit Anctil-RobitailleChristian DesrosiersHerve Lombaert
2020-04-01
Towards Lifelong Self-Supervision For Unpaired Image-to-Image Translation
| Victor SchmidtMakesh Narsimhan SreedharMostafa ElArabyIrina Rish
2020-03-31
Unsupervised Deep Learning for MR Angiography with Flexible Temporal Resolution
Eunju ChaHyungjin ChungEung Yeop KimJong Chul Ye
2020-03-29
Augmenting Colonoscopy using Extended and Directional CycleGAN for Lossy Image Translation
Shawn MathewSaad NadeemSruti KumariArie Kaufman
2020-03-27
Deep CG2Real: Synthetic-to-Real Translation via Image Disentanglement
Sai BiKalyan SunkavalliFederico PerazziEli ShechtmanVladimir KimRavi Ramamoorthi
2020-03-27
DCDLearn: Multi-order Deep Cross-distance Learning for Vehicle Re-Identification
Rixing ZhuJianwu FangHongke XuHongkai YuJianru Xue
2020-03-25
GAN Compression: Efficient Architectures for Interactive Conditional GANs
| Muyang LiJi LinYaoyao DingZhijian LiuJun-Yan ZhuSong Han
2020-03-19
A Deep learning Approach to Generate Contrast-Enhanced Computerised Tomography Angiography without the Use of Intravenous Contrast Agents
Anirudh ChandrashekarAshok HandaNatesh ShivakumarPierfrancesco LapollaVicente GrauRegent Lee
2020-03-02
LiDARNet: A Boundary-Aware Domain Adaptation Model for Lidar Point Cloud Semantic Segmentation
Peng JiangSrikanth Saripalli
2020-03-02
LeafGAN: An Effective Data Augmentation Method for Practical Plant Disease Diagnosis
Quan Huu CapHiroyuki UgaSatoshi KagiwadaHitoshi Iyatomi
2020-02-24
DotFAN: A Domain-transferred Face Augmentation Network for Pose and Illumination Invariant Face Recognition
Hao-Chiang ShaoKang-Yu LiuChia-Wen LinJiwen Lu
2020-02-23
NNoculation: Broad Spectrum and Targeted Treatment of Backdoored DNNs
Akshaj Kumar VeldandaKang LiuBenjamin TanPrashanth KrishnamurthyFarshad KhorramiRamesh KarriBrendan Dolan-GavittSiddharth Garg
2020-02-19
Unsupervised Image-generation Enhanced Adaptation for Object Detection in Thermal images
Wanyi LiFuyu LiYongkang LuoPeng Wang
2020-02-17
Many-to-Many Voice Conversion using Conditional Cycle-Consistent Adversarial Networks
Shindong LeeBongGu KoKeonnyeong LeeIn-Chul YooDongsuk Yook
2020-02-15
PCSGAN: Perceptual Cyclic-Synthesized Generative Adversarial Networks for Thermal and NIR to Visible Image Transformation
| Kancharagunta Kishan BabuShiv Ram Dubey
2020-02-13
Driver Gaze Estimation in the Real World: Overcoming the Eyeglass Challenge
| Akshay RangeshBowen ZhangMohan M. Trivedi
2020-02-06
Level Three Synthetic Fingerprint Generation
| André Brasil Vieira WyzykowskiMauricio Pamplona SegundoRubisley de Paula Lemes
2020-02-05
Transforming Spectrum and Prosody for Emotional Voice Conversion with Non-Parallel Training Data
Kun ZhouBerrak SismanHaizhou Li
2020-02-01
Kernel of CycleGAN as a Principle homogeneous space
Nikita MoriakovJonas AdlerJonas Teuwen
2020-01-24
CDGAN: Cyclic Discriminative Generative Adversarial Networks for Image-to-Image Transformation
Kancharagunta Kishan BabuShiv Ram Dubey
2020-01-15
Segmentation and Generation of Magnetic Resonance Images by Deep Neural Networks
Antoine Delplace
2020-01-10
Kernel of CycleGAN as a principal homogeneous space
Anonymous
2020-01-01
Multi-modality super-resolution loss for GAN-based super-resolution of clinical CT images using micro CT image database
Tong ZhengHirohisa OdaTakayasu MoriyaShota NakamuraMasahiro OdaMasaki MoriHoritsugu TakabatakeHiroshi NatoriKensaku Mori
2019-12-30
CNN-generated images are surprisingly easy to spot... for now
| Sheng-Yu WangOliver WangRichard ZhangAndrew OwensAlexei A. Efros
2019-12-23
A Cycle-GAN Approach to Model Natural Perturbations in Speech for ASR Applications
Sri Harsha DumpalaImran SheikhRupayan ChakrabortySunil Kumar Kopparapu
2019-12-18
LAMP-HQ: A Large-Scale Multi-Pose High-Quality Database and Benchmark for NIR-VIS Face Recognition
Aijing YuHaoxue WuHuaibo HuangZhen LeiRan He
2019-12-17
Normalization of breast MRIs using Cycle-Consistent Generative Adversarial Networks
Gourav ModanwalAdithya VellalMaciej A. Mazurowski
2019-12-16
DerainCycleGAN: A Simple Unsupervised Network for Single Image Deraining and Rainmaking
Yanyan WeiZhao ZhangYang WangJicong FanShuicheng YanMeng Wang
2019-12-15
RoboCoDraw: Robotic Avatar Drawing with GAN-based Style Transfer and Time-efficient Path Optimization
Tianying WangWei Qi TohHao ZhangXiuchao SuiShaohua LiYong LiuWei Jing
2019-12-11
AVID: Learning Multi-Stage Tasks via Pixel-Level Translation of Human Videos
Laura SmithNikita DhawanMarvin ZhangPieter AbbeelSergey Levine
2019-12-10
Semi-supervised Learning Approach to Generate Neuroimaging Modalities with Adversarial Training
Harrison NguyenSimon LuoFabio Ramos
2019-12-09
A Study into Echocardiography View Conversion
| Amir H. AbdiMohammad H. JafariSidney FelsTheresa TsangPurang Abolmaesumi
2019-12-05
Cycle-Consistent Adversarial Networks for Realistic Pervasive Change Generation in Remote Sensing Imagery
Christopher X. RenAmanda ZiemannAlice M. S. DurieuxJames Theiler
2019-11-28
Multi-defect microscopy image restoration under limited data conditions
Anastasia RazdaibiedinaJeevaa VelayuthamMiti Modi
2019-10-31
Low-Resource Domain Adaptation for Speaker Recognition Using Cycle-GANs
Phani Sankar NidadavoluSaurabh KatariaJesús VillalbaNajim Dehak
2019-10-25
CycleGAN Voice Conversion of Spectral Envelopes using Adversarial Weights
Rafael FerroNicolas ObinAxel Roebel
2019-10-22
Image Difficulty Curriculum for Generative Adversarial Networks (CuGAN)
| Petru SovianyClaudiu ArdeiRadu Tudor IonescuMarius Leordeanu
2019-10-20
Multi-Source Domain Adaptation and Semi-Supervised Domain Adaptation with Focus on Visual Domain Adaptation Challenge 2019
| Yingwei PanYehao LiQi CaiYang ChenTing Yao
2019-10-08
Noise as Domain Shift: Denoising Medical Images by Unpaired Image Translation
| Ilja ManakovMarkus RohmChristoph KernBenedikt SchwormKarsten KortuemVolker Tresp
2019-10-07
Enhancing high-content imaging for studying microtubule networks at large-scale
| Hao-Chih LeeSarah T CherngRiccardo MiottoJoel T Dudley
2019-10-01
Semi-Supervised Monocular 3D Face Reconstruction With End-to-End Shape-Preserved Domain Transfer
Jingtan Piao Chen Qian Hongsheng Li
2019-10-01
Optimal Transport, CycleGAN, and Penalized LS for Unsupervised Learning in Inverse Problems
Byeongsu SimGyutaek OhJeongsol KimChanyong JungJong Chul Ye
2019-09-25
Extremely Weak Supervised Image-to-Image Translation for Semantic Segmentation
| Samarth ShuklaLuc Van GoolRadu Timofte
2019-09-18
One-to-one Mapping for Unpaired Image-to-image Translation
Zengming ShenS. Kevin ZhouYifan ChenBogdan GeorgescuXuqi LiuThomas S. Huang
2019-09-09
Revisiting CycleGAN for semi-supervised segmentation
Arnab Kumar MondalAniket AgarwalJose DolzChristian Desrosiers
2019-08-30
Domain-Agnostic Learning with Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation
Junlin YangNicha C. DvornekFan ZhangJuntang ZhuangJulius ChapiroMingDe LinJames S. Duncan
2019-08-27
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans
Yucheng LiuNaji KhosravanYulin LiuJoseph StemberJonathan ShoagChristopher E. BarbieriUlas BagciSachin Jambawalikar
2019-08-26
SliderGAN: Synthesizing Expressive Face Images by Sliding 3D Blendshape Parameters
Evangelos VerverasStefanos Zafeiriou
2019-08-26
CycleGAN with a Blur Kernel for Deconvolution Microscopy: Optimal Transport Geometry
Sungjun LimHyoungjun ParkSang-Eun LeeSunghoe ChangJong Chul Ye
2019-08-26
GANs 'N Lungs: improving pneumonia prediction
Tatiana MalyginaElena ErichevaIvan Drokin
2019-08-01
Unsupervised Domain Adaptation via Disentangled Representations: Application to Cross-Modality Liver Segmentation
Junlin YangNicha C. DvornekFan ZhangJulius ChapiroMingDe LinJames S. Duncan
2019-07-31
Generating fMRI volumes from T1-weighted volumes using 3D CycleGAN
David AbramianAnders Eklund
2019-07-19
Compositional Deep Learning
Bruno Gavranović
2019-07-16
Detecting and Simulating Artifacts in GAN Fake Images
| Xu ZhangSvebor KaramanShih-Fu Chang
2019-07-15
Learning Landmarks from Unaligned Data using Image Translation
Tomas JakabAnkush GuptaHakan BilenAndrea Vedaldi
2019-07-03
Landmark Assisted CycleGAN for Cartoon Face Generation
Ruizheng WuXiaodong GuXin TaoXiaoyong ShenYu-Wing TaiJiaya Jia
2019-07-02
Optimal Unsupervised Domain Translation
Emmanuel de BézenacIbrahim AyedPatrick Gallinari
2019-06-04
Reversible GANs for Memory-Efficient Image-To-Image Translation
| Tycho F.A. van der Ouderaa Daniel E. Worrall
2019-06-01
Adaptive Transfer Network for Cross-Domain Person Re-Identification
Jiawei Liu Zheng-Jun Zha Di Chen Richang Hong Meng Wang
2019-06-01
Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators
| Daniel StollerSebastian EwertSimon Dixon
2019-05-29
Overview of image-to-image translation using deep neural networks: denoising, super-resolution, modality-conversion, and reconstruction in medical imaging
Shizuo KajiSatoshi Kida
2019-05-21
Cyclone intensity estimate with context-aware cyclegan
Yajing XuHaitao YangMingfei ChengSi Li
2019-05-11
Visualizing the Consequences of Climate Change Using Cycle-Consistent Adversarial Networks
Victor SchmidtAlexandra LuccioniS. Karthik MukkavilliNarmada BalasooriyaKris SankaranJennifer ChayesYoshua Bengio
2019-05-02
Improved visible to IR image transformation using synthetic data augmentation with cycle-consistent adversarial networks
Kyongsik YunKevin YuJoseph OsborneSarah EldinLuan NguyenAlexander HuyenThomas Lu
2019-04-25
Face Video Generation from a Single Image and Landmarks
Kritaphat Songsri-inStefanos Zafeiriou
2019-04-25
Facial Feature Embedded CycleGAN for VIS-NIR Translation
Huijiao WangLi WangXulei YangLei YuHaijian Zhang
2019-04-20
Unsupervised Speech Domain Adaptation Based on Disentangled Representation Learning for Robust Speech Recognition
| Jong-Hyeon ParkMyungwoo OhHyung-Min Park
2019-04-12
CycleGAN-VC2: Improved CycleGAN-based Non-parallel Voice Conversion
| Takuhiro KanekoHirokazu KameokaKou TanakaNobukatsu Hojo
2019-04-09
Harmonic Unpaired Image-to-image Translation
Rui ZhangTomas PfisterJia Li
2019-02-26
Reversible GANs for Memory-efficient Image-to-Image Translation
| Tycho F. A. van der OuderaaDaniel E. Worrall
2019-02-07
End-to-End Single Image Fog Removal using Enhanced Cycle Consistent Adversarial Networks
Wei LiuXianxu HouJiang DuanGuoping Qiu
2019-02-04
Comparison of Patch-Based Conditional Generative Adversarial Neural Net Models with Emphasis on Model Robustness for Use in Head and Neck Cases for MR-Only planning
Peter KlagesIlyes BenslimaneSadegh RiyahiJue JiangMargie HuntJoe DeasyHarini VeeraraghavanNeelam Tyagi
2019-02-01
Learning to Clean: A GAN Perspective
Monika SharmaAbhishek VermaLovekesh Vig
2019-01-28
Using CycleGANs for effectively reducing image variability across OCT devices and improving retinal fluid segmentation
Philipp SeeböckDavid Romo-BucheliSebastian WaldsteinHrvoje BogunovićJosé Ignacio OrlandoBianca S. GerendasGeorg LangsUrsula Schmidt-Erfurth
2019-01-24
GAN-based Virtual Re-Staining: A Promising Solution for Whole Slide Image Analysis
| Zhaoyang XuCarlos Fernández MoroBéla BozókyQianni Zhang
2019-01-13
CSGAN: Cyclic-Synthesized Generative Adversarial Networks for Image-to-Image Transformation
| Kishan Babu KancharaguntaShiv Ram Dubey
2019-01-11
Adversarial Pseudo Healthy Synthesis Needs Pathology Factorization
Tian XiaAgisilaos ChartsiasSotirios A. Tsaftaris
2019-01-10
Training on Art Composition Attributes to Influence CycleGAN Art Generation
Holly Grimm
2018-12-19
RankGAN: A Maximum Margin Ranking GAN for Generating Faces
| Rahul DeyFelix Juefei-XuVishnu Naresh BoddetiMarios Savvides
2018-12-19
DLOW: Domain Flow for Adaptation and Generalization
| Rui GongWen LiYuhua ChenLuc Van Gool
2018-12-13
SPLAT: Semantic Pixel-Level Adaptation Transforms for Detection
Eric TzengKaylee BurnsKate SaenkoTrevor Darrell
2018-12-03
Unsupervised Domain Adaptation using Generative Models and Self-ensembling
Eman T. HassanXin ChenDavid Crandall
2018-12-02
Cartoon-to-real: An Approach to Translate Cartoon to Realistic Images using GAN
K M Arefeen SultanLabiba Kanij RuptyNahidul Islam PrantoSayed Khan ShuvoMohammad Imrul Jubair
2018-11-28
Injecting and removing malignant features in mammography with CycleGAN: Investigation of an automated adversarial attack using neural networks
| Anton S. BeckerLukas JendeleOndrej SkopekNicole BergerSoleen GhafoorMagda MarconEnder Konukoglu
2018-11-19
Bayesian CycleGAN via Marginalizing Latent Sampling
| Haoran YouYu ChengTianheng ChengChunliang LiPan Zhou
2018-11-19
Guiding the One-to-one Mapping in CycleGAN via Optimal Transport
Guansong LuZhiming ZhouYuxuan SongKan RenYong Yu
2018-11-15
Generative Adversarial Networks for Unpaired Voice Transformation on Impaired Speech
Li-Wei ChenHung-Yi LeeYu Tsao
2018-10-30
Refacing: reconstructing anonymized facial features using GANs
David AbramianAnders Eklund
2018-10-15
Virtualization of tissue staining in digital pathology using an unsupervised deep learning approach
Amal LahianiJacob GildenblatIrina KlamanShadi AlbarqouniNassir NavabEldad Klaiman
2018-10-15
Generating Diffusion MRI scalar maps from T1 weighted images using generative adversarial networks
| Xuan GuHans KnutssonMarkus NilssonAnders Eklund
2018-10-05
Geometry-Consistent Generative Adversarial Networks for One-Sided Unsupervised Domain Mapping
Huan FuMingming GongChaohui WangKayhan BatmanghelichKun ZhangDacheng Tao
2018-09-16
Unpaired Brain MR-to-CT Synthesis using a Structure-Constrained CycleGAN
Heran YangJian SunAaron CarassCan ZhaoJunghoon LeeZongben XuJerry Prince
2018-09-12
GANs beyond divergence minimization
| Alexia Jolicoeur-Martineau
2018-09-06
Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks
Chengjia WangGillian MacnaughtGiorgos PapanastasiouTom MacGillivrayDavid Newby
2018-08-12
The relativistic discriminator: a key element missing from standard GAN
| Alexia Jolicoeur-Martineau
2018-07-02
Augmented Cyclic Adversarial Learning for Low Resource Domain Adaptation
Ehsan Hosseini-AslYingbo ZhouCaiming XiongRichard Socher
2018-07-01
Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNIT
| Per WelanderSimon KarlssonAnders Eklund
2018-06-20
The Information Autoencoding Family: A Lagrangian Perspective on Latent Variable Generative Models
| Shengjia ZhaoJiaming SongStefano Ermon
2018-06-18
Improving Surgical Training Phantoms by Hyperrealism: Deep Unpaired Image-to-Image Translation from Real Surgeries
Sandy EngelhardtRaffaele De SimonePeter M. FullMatthias KarckIvo Wolf
2018-06-10
Pathology Segmentation using Distributional Differences to Images of Healthy Origin
Simon AndermattAntal HorváthSimon PezoldPhilippe Cattin
2018-05-25
Cycle-Dehaze: Enhanced CycleGAN for Single Image Dehazing
| Deniz EnginAnıl GençHazım Kemal Ekenel
2018-05-14
Scalable Sentiment for Sequence-to-sequence Chatbot Response with Performance Analysis
Chih-Wei LeeYau-Shian WangTsung-Yuan HsuKuan-Yu ChenHung-Yi LeeLin-shan Lee
2018-04-07
Mix and match networks: encoder-decoder alignment for zero-pair image translation
| Yaxing WangJoost van de WeijerLuis Herranz
2018-04-06
High-quality nonparallel voice conversion based on cycle-consistent adversarial network
Fuming FangJunichi YamagishiIsao EchizenJaime Lorenzo-Trueba
2018-04-02
Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size
Yuta HiasaYoshito OtakeMasaki TakaoTakumi MatsuokaKazuma TakashimaJerry L. PrinceNobuhiko SuganoYoshinobu Sato
2018-03-18
Gotta Adapt 'Em All: Joint Pixel and Feature-Level Domain Adaptation for Recognition in the Wild
Luan TranKihyuk SohnXiang YuXiaoming LiuManmohan Chandraker
2018-02-28
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data
| Amjad AlmahairiSai RajeswarAlessandro SordoniPhilip BachmanAaron Courville
2018-02-27
Tempered Adversarial Networks
Mehdi S. M. SajjadiGiambattista ParascandoloArash MehrjouBernhard Schölkopf
2018-02-12
Invertible Autoencoder for domain adaptation
Yunfei TengAnna ChoromanskaMariusz Bojarski
2018-02-10
Unsupervised Cipher Cracking Using Discrete GANs
| Aidan N. GomezSicong HuangIvan ZhangBryan M. LiMuhammad OsamaLukasz Kaiser
2018-01-15
The Information-Autoencoding Family: A Lagrangian Perspective on Latent Variable Generative Modeling
Shengjia ZhaoJiaming SongStefano Ermon
2018-01-01
ComboGAN: Unrestrained Scalability for Image Domain Translation
| Asha AnooshehEirikur AgustssonRadu TimofteLuc Van Gool
2017-12-19
On the Effectiveness of Least Squares Generative Adversarial Networks
| Xudong MaoQing LiHaoran XieRaymond Y. K. LauZhen WangStephen Paul Smolley
2017-12-18
CycleGAN, a Master of Steganography
Casey ChuAndrey ZhmoginovMark Sandler
2017-12-08
Parallel-Data-Free Voice Conversion Using Cycle-Consistent Adversarial Networks
| Takuhiro KanekoHirokazu Kameoka
2017-11-30
Unpaired Photo-to-Caricature Translation on Faces in the Wild
| Ziqiang ZhengWang ChaoZhibin YuNan WangHaiyong ZhengBing Zheng
2017-11-29
Camera Style Adaptation for Person Re-identification
| Zhun ZhongLiang ZhengZhedong ZhengShaozi LiYi Yang
2017-11-28
Adversarial Transfer Learning for Cross-domain Visual Recognition
Shanshan WangLei ZhangJingRu Fu
2017-11-24
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification
Weijian DengLiang ZhengQixiang YeGuoliang KangYi YangJianbin Jiao
2017-11-19
High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks
| Lidan WangVishwanath A. SindagiVishal M. Patel
2017-10-27
Face Transfer with Generative Adversarial Network
Runze XuZhiming ZhouWeinan ZhangYong Yu
2017-10-17
Deep Generative Adversarial Networks for Compressed Sensing Automates MRI
| Morteza MardaniEnhao GongJoseph Y. ChengShreyas VasanawalaGreg ZaharchukMarcus AlleyNeil ThakurSong HanWilliam DallyJohn M. PaulyLei Xing
2017-05-31
Attribute-Guided Face Generation Using Conditional CycleGAN
Yongyi LuYu-Wing TaiChi-Keung Tang
2017-05-28
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
| Jun-Yan ZhuTaesung ParkPhillip IsolaAlexei A. Efros
2017-03-30
Least Squares Generative Adversarial Networks
| Xudong MaoQing LiHaoran XieRaymond Y. K. LauZhen WangStephen Paul Smolley
2016-11-13

#### Components

COMPONENT TYPE
🤖 No Components Found You can add them if they exist; e.g. Mask R-CNN uses RoIAlign