Feedforward Network

A Feedforward Network, or a Multilayer Perceptron (MLP), is a neural network with solely densely connected layers. This is the classic neural network architecture of the literature. It consists of inputs $x$ passed through units $h$ (of which there can be many layers) to predict a target $y$. Activation functions are generally chosen to be non-linear to allow for flexible functional approximation.

Image Source: Deep Learning, Goodfellow et al

Latest Papers

PAPER DATE
G-SimCLR: Self-Supervised Contrastive Learning with Guided Projection via Pseudo Labelling
| Souradip ChakrabortyAritra Roy GosthipatySayak Paul
2020-09-28
G-SimCLR : Self-Supervised Contrastive Learning with Guided Projection via Pseudo Labelling
| Souradip ChakrabortyAritra Roy GosthipatySayak Paul
2020-09-25
PIE: Portrait Image Embedding for Semantic Control
Ayush TewariMohamed ElgharibMallikarjun B R.Florian BernardHans-Peter SeidelPatrick PérezMichael ZollhöferChristian Theobalt
2020-09-20
AAG: Self-Supervised Representation Learning by Auxiliary Augmentation with GNT-Xent Loss
Yanlun TuJianxing FengYang Yang
2020-09-17
Towards Fine-grained Large Object Segmentation 1st Place Solution to 3D AI Challenge 2020 -- Instance Segmentation Track
| Zehui ChenQiaofei LiFeng Zhao
2020-09-10
not-so-BigGAN: Generating High-Fidelity Images on a Small Compute Budget
Seungwook HanAkash SrivastavaCole HurwitzPrasanna SattigeriDavid D. Cox
2020-09-09
HSFM-$Σ$nn: Combining a Feedforward Motion Prediction Network and Covariance Prediction
A. PostnikovA. GamayunovG. Ferrer
2020-09-09
Multi-Attention-Network for Semantic Segmentation of High-Resolution Remote Sensing Images
Rui LiShunyi ZhengChenxi DuanJianlin Su
2020-09-03
MIPGAN -- Generating Robust and High Quality Morph Attacks Using Identity Prior Driven GAN
Haoyu ZhangSushma VenkateshRaghavendra RamachandraKiran RajaNaser DamerChristoph Busch
2020-09-03
Neural Crossbreed: Neural Based Image Metamorphosis
Sanghun ParkKwanggyoon SeoJunyong Noh
2020-09-02
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach
William FalconKyunghyun Cho
2020-08-31
Detecting Generic Music Features with Single Layer Feedforward Network using Unsupervised Hebbian Computation
Sourav DasAnup Kumar Kolya
2020-08-31
SocCogCom at SemEval-2020 Task 11: Characterizing and Detecting Propaganda using Sentence-Level Emotional Salience Features
Gangeshwar KrishnamurthyRaj Kumar GuptaYinping Yang
2020-08-29
DeepLandscape: Adversarial Modeling of Landscape Video
Elizaveta LogachevaRoman SuvorovOleg KhomenkoAnton MashikhinVictor Lempitsky
2020-08-21
Reinforced Wasserstein Training for Severity-Aware Semantic Segmentation in Autonomous Driving
Xiaofeng LiuYimeng ZhangXiongchang LiuSong BaiSite LiJane You
2020-08-11
Spatiotemporal Contrastive Video Representation Learning
Rui QianTianjian MengBoqing GongMing-Hsuan YangHuisheng WangSerge BelongieYin Cui
2020-08-09
StyleFlow: Attribute-conditioned Exploration of StyleGAN-Generated Images using Conditional Continuous Normalizing Flows
Rameen AbdalPeihao ZhuNiloy MitraPeter Wonka
2020-08-06
Stabilizing Deep Tomographic Reconstruction Networks
Weiwen WuDianlin HuShaoyu WangHengyong YuVarut VardhanabhutiGe Wang
2020-08-04
DeLighT: Very Deep and Light-weight Transformer
| Sachin MehtaMarjan GhazvininejadSrinivasan IyerLuke ZettlemoyerHannaneh Hajishirzi
2020-08-03
Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation
Elad RichardsonYuval AlalufOr PatashnikYotam NitzanYaniv AzarStav ShapiroDaniel Cohen-Or
2020-08-03
A Spectral Energy Distance for Parallel Speech Synthesis
Alexey A. GritsenkoTim SalimansRianne van den BergJasper SnoekNal Kalchbrenner
2020-08-03
Instance Selection for GANs
Terrance DeVriesMichal DrozdzalGraham W. Taylor
2020-07-30
MACU-Net Semantic Segmentation from High-Resolution Remote Sensing Images
Rui LiChenxi DuanShunyi Zheng
2020-07-26
Interpolating GANs to Scaffold Autotelic Creativity
Ziv EpsteinOcéane BoulaisSkylar GordonMatt Groh
2020-07-21
Detection, Attribution and Localization of GAN Generated Images
Michael GoebelLakshmanan NatarajTejaswi NanjundaswamyTajuddin Manhar MohammedShivkumar ChandrasekaranB. S. Manjunath
2020-07-20
Generative Hierarchical Features from Synthesizing Images
| Yinghao XuYujun ShenJiapeng ZhuCeyuan YangBolei Zhou
2020-07-20
Developmental Reinforcement Learning of Control Policy of a Quadcopter UAV with Thrust Vectoring Rotors
Aditya M. DeshpandeRumit KumarAli A. MinaiManish Kumar
2020-07-15
Biological credit assignment through dynamic inversion of feedforward networks
William F. PodlaskiChristian K. Machens
2020-07-10
Can GAN Generated Morphs Threaten Face Recognition Systems Equally as Landmark Based Morphs? -- Vulnerability and Detection
Sushma VenkateshHaoyu ZhangRaghavendra RamachandraKiran RajaNaser DamerChristoph Busch
2020-07-07
A Free Viewpoint Portrait Generator with Dynamic Styling
| Anpei ChenRuiyang LiuLing XieJingyi Yu
2020-07-07
Collaborative Learning for Faster StyleGAN Embedding
Shanyan GuanYing TaiBingbing NiFeida ZhuFeiyue HuangXiaokang Yang
2020-07-03
A Simple and Effective Dependency Parser for Telugu
Sneha NallaniManish ShrivastavaDipti Sharma
2020-07-01
PriorGAN: Real Data Prior for Generative Adversarial Nets
Shuyang GuJianmin BaoDong ChenFang Wen
2020-06-30
Parametric Instance Classification for Unsupervised Visual Feature Learning
Yue CaoZhenda XieBin LiuYutong LinZheng ZhangHan Hu
2020-06-25
Hyperparameter Ensembles for Robustness and Uncertainty Quantification
Florian WenzelJasper SnoekDustin TranRodolphe Jenatton
2020-06-24
Differentiable Augmentation for Data-Efficient GAN Training
| Shengyu ZhaoZhijian LiuJi LinJun-Yan ZhuSong Han
2020-06-18
Dynamic Tensor Rematerialization
| Marisa KirisameSteven LyubomirskyAltan HaanJennifer BrennanMike HeJared RoeschTianqi ChenZachary Tatlock
2020-06-17
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
| Mathilde CaronIshan MisraJulien MairalPriya GoyalPiotr BojanowskiArmand Joulin
2020-06-17
Generating Master Faces for Use in Performing Wolf Attacks on Face Recognition Systems
Huy H. NguyenJunichi YamagishiIsao EchizenSébastien Marcel
2020-06-15
Online Sequential Extreme Learning Machines: Features Combined From Hundreds of Midlayers
Chandra Swarathesh Addanki
2020-06-12
Training Generative Adversarial Networks with Limited Data
| Tero KarrasMiika AittalaJanne HellstenSamuli LaineJaakko LehtinenTimo Aila
2020-06-11
Learning disconnected manifolds: a no GANs land
Ugo TanielianThibaut IssenhuthElvis DohmatobJeremie Mary
2020-06-08
Big GANs Are Watching You: Towards Unsupervised Object Segmentation with Off-the-Shelf Generative Models
| Andrey VoynovStanislav MorozovArtem Babenko
2020-06-08
Neural Network for Low-Memory IoT Devices and MNIST Image Recognition Using Kernels Based on Logistic Map
Andrei Velichko
2020-06-04
CiwGAN and fiwGAN: Encoding information in acoustic data to model lexical learning with Generative Adversarial Networks
Gašper Beguš
2020-06-04
Rényi Generative Adversarial Networks
Himesh BhatiaWilliam PaulFady AlajajiBahman GharesifardPhilippe Burlina
2020-06-03
RNNs on Monitoring Physical Activity Energy Expenditure in Older People
Stylianos ParaschiakosCláudio Rebelo de SáJeremiah OkaiEline P. SlagboomMarian BeekmanArno Knobbe
2020-06-01
A U-Net Based Discriminator for Generative Adversarial Networks
Edgar Schonfeld Bernt Schiele Anna Khoreva
2020-06-01
Severity-Aware Semantic Segmentation With Reinforced Wasserstein Training
Xiaofeng Liu Wenxuan Ji Jane You Georges El Fakhri Jonghye Woo
2020-06-01
CLOCS: Contrastive Learning of Cardiac Signals
Dani KiyassehTingting ZhuDavid A. Clifton
2020-05-27
Sparse Identification of Nonlinear Dynamical Systems via Reweighted $\ell_1$-regularized Least Squares
Alexandre CortiellaKwang-Chun ParkAlireza Doostan
2020-05-27
Network Fusion for Content Creation with Conditional INNs
Robin RombachPatrick EsserBjörn Ommer
2020-05-27
SafeML: Safety Monitoring of Machine Learning Classifiers through Statistical Difference Measure
| Koorosh AslansefatIoannis SorokosDeclan WhitingRamin Tavakoli KolagariYiannis Papadopoulos
2020-05-27
End-to-End Object Detection with Transformers
| Nicolas CarionFrancisco MassaGabriel SynnaeveNicolas UsunierAlexander KirillovSergey Zagoruyko
2020-05-26
Face Identity Disentanglement via Latent Space Mapping
Yotam NitzanAmit BermanoYangyan LiDaniel Cohen-Or
2020-05-15
Very High Resolution Land Cover Mapping of Urban Areas at Global Scale with Convolutional Neural Networks
Thomas TilakArnaud BraunDavid ChandlerNicolas DavidSylvain GalopinAmélie LombardMichaël MichaudCamille PariselMatthieu PorteMarjorie Robert
2020-05-12
Compact Neural Representation Using Attentive Network Pruning
Mahdi BiparvaJohn Tsotsos
2020-05-10
Synthesizer: Rethinking Self-Attention in Transformer Models
Yi TayDara BahriDonald MetzlerDa-Cheng JuanZhe ZhaoChe Zheng
2020-05-02
Editing in Style: Uncovering the Local Semantics of GANs
| Edo CollinsRaja BalaBob PriceSabine Süsstrunk
2020-04-29
Y-net: Biomedical Image Segmentation and Clustering
Sharmin PathanAnant Tripathi
2020-04-12
Adversarial Latent Autoencoders
| Stanislav PidhorskyiDonald AdjerohGianfranco Doretto
2020-04-09
Large-scale spatiotemporal photonic reservoir computer for image classification
Piotr AntonikNicolas MarsalDamien Rontani
2020-04-06
GANSpace: Discovering Interpretable GAN Controls
| Erik HärkönenAaron HertzmannJaakko LehtinenSylvain Paris
2020-04-06
Evolving Normalization-Activation Layers
| Hanxiao LiuAndrew BrockKaren SimonyanQuoc V. Le
2020-04-06
Feature Quantization Improves GAN Training
| Yang ZhaoChunyuan LiPing YuJianfeng GaoChangyou Chen
2020-04-05
StyleRig: Rigging StyleGAN for 3D Control over Portrait Images
Ayush TewariMohamed ElgharibGaurav BharajFlorian BernardHans-Peter SeidelPatrick PérezMichael ZollhöferChristian Theobalt
2020-03-31
One-Shot Domain Adaptation For Face Generation
Chao YangSer-Nam Lim
2020-03-28
Re-Training StyleGAN -- A First Step Towards Building Large, Scalable Synthetic Facial Datasets
Viktor VarkarakisShabab BazrafkanPeter Corcoran
2020-03-24
Learning Dynamic Routing for Semantic Segmentation
| Yanwei LiLin SongYukang ChenZeming LiXiangyu ZhangXingang WangJian Sun
2020-03-23
Exemplar Normalization for Learning Deep Representation
Ruimao ZhangZhanglin PengLingyun WuZhen LiPing Luo
2020-03-19
GAMI-Net: An Explainable Neural Network based on Generalized Additive Models with Structured Interactions
| Zebin YangAijun ZhangAgus Sudjianto
2020-03-16
BigGAN-based Bayesian reconstruction of natural images from human brain activity
Kai QiaoJian ChenLinyuan WangChi ZhangLi TongBin Yan
2020-03-13
Improved Baselines with Momentum Contrastive Learning
| Xinlei ChenHaoqi FanRoss GirshickKaiming He
2020-03-09
Transformation-based Adversarial Video Prediction on Large-Scale Data
Pauline LucAidan ClarkSander DielemanDiego de Las CasasYotam DoronAlbin CassirerKaren Simonyan
2020-03-09
Perceptual Image Super-Resolution with Progressive Adversarial Network
Lone WongDeli ZhaoShaohua WanBo Zhang
2020-03-08
Semi-Supervised StyleGAN for Disentanglement Learning
Weili NieTero KarrasAnimesh GargShoubhik DebnathAnjul PatneyAnkit B. PatelAnima Anandkumar
2020-03-06
A U-Net Based Discriminator for Generative Adversarial Networks
| Edgar SchönfeldBernt SchieleAnna Khoreva
2020-02-28
Improving Learning Effectiveness For Object Detection and Classification in Cluttered Backgrounds
Vinorth VaratharasanHyo-Sang ShinAntonios TsourdosNick Colosimo
2020-02-27
Sparse Sinkhorn Attention
| Yi TayDara BahriLiu YangDonald MetzlerDa-Cheng Juan
2020-02-26
Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs
| Sangwoo MoMinsu ChoJinwoo Shin
2020-02-25
Lake Ice Monitoring with Webcams and Crowd-Sourced Images
| Rajanie PrabhaManu TomMathias RothermelEmmanuel BaltsaviasLaura Leal-TaixeKonrad Schindler
2020-02-18
Photi-LakeIce Dataset
| Rajanie PrabhaManu TomMathias RothermelEmmanuel BaltsaviasLaura Leal-TaixeKonrad Schindler
2020-02-18
A Simple Framework for Contrastive Learning of Visual Representations
| Ting ChenSimon KornblithMohammad NorouziGeoffrey Hinton
2020-02-13
Improved Consistency Regularization for GANs
Zhengli ZhaoSameer SinghHonglak LeeZizhao ZhangAugustus OdenaHan Zhang
2020-02-11
Molecular Insights from Conformational Ensembles via Machine Learning
| Fleetwood OKasimova MAWesterlund AMDelemotte L
2020-02-04
Reconstructing Natural Scenes from fMRI Patterns using BigBiGAN
Milad MozafariLeila ReddyRufin VanRullen
2020-01-31
Gesticulator: A framework for semantically-aware speech-driven gesture generation
| Taras KucherenkoPatrik JonellSanne van WaverenGustav Eje HenterSimon AlexandersonIolanda LeiteHedvig Kjellström
2020-01-25
Random Matrix Theory Proves that Deep Learning Representations of GAN-data Behave as Gaussian Mixtures
Mohamed El Amine SeddikCosme LouartMohamed TamaazoustiRomain Couillet
2020-01-21
Adversarial Loss for Semantic Segmentation of Aerial Imagery
Clint SebastianRaffaele ImbriacoEgor BondarevPeter H. N. de With
2020-01-13
Unsupervised multi-modal Styled Content Generation
Omry SendikDani LischinskiDaniel Cohen-Or
2020-01-10
A Simple Geometric Proof for the Benefit of Depth in ReLU Networks
Anonymous
2020-01-01
Disentangled GANs for Controllable Generation of High-Resolution Images
Anonymous
2020-01-01
CNN-generated images are surprisingly easy to spot... for now
| Sheng-Yu WangOliver WangRichard ZhangAndrew OwensAlexei A. Efros
2019-12-23
PointRend: Image Segmentation as Rendering
| Alexander KirillovYuxin WuKaiming HeRoss Girshick
2019-12-17
Disentanglement based Active Learning
Silpa V SAdarsh KSumitra SRaju K George
2019-12-15
Unconstrained Facial Expression Transfer using Style-based Generator
| Chao YangSer-Nam Lim
2019-12-12
Object Recognition with Human in the Loop Intelligent Frameworks
Orod RazeghiGuoping Qiu
2019-12-11
Backprop Diffusion is Biologically Plausible
Alessandro BettiMarco Gori
2019-12-10
Achieving Robustness in the Wild via Adversarial Mixing with Disentangled Representations
Sven GowalChongli QinPo-Sen HuangTaylan CemgilKrishnamurthy DvijothamTimothy MannPushmeet Kohli
2019-12-06
Large scale ordinal embedding: training neural networks with structure-free inputs
Leena Chennuru VankadaraSiavash HaghiriFaiz Ul WahabUlrike von Luxburg
2019-12-03
Detecting GAN generated errors
Xiru ZhuFengdi CheTianzi YangTzuyang YuDavid MegerGregory Dudek
2019-12-02
LOGAN: Latent Optimisation for Generative Adversarial Networks
| Yan WuJeff DonahueDavid BalduzziKaren SimonyanTimothy Lillicrap
2019-12-02
Land Cover Change Detection via Semantic Segmentation
Renee SuRong Chen
2019-11-28
Towards Better Understanding of Disentangled Representations via Mutual Information
Xiaojiang YangWendong BiYitong SunYu ChengJunchi Yan
2019-11-25
Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis
| Ceyuan YangYujun ShenBolei Zhou
2019-11-21
Cost-efficient segmentation of electron microscopy images using active learning
Joris RoelsYvan Saeys
2019-11-13
Deep Classification Network for Monocular Depth Estimation
Azeez OluwafemiYang ZouB. V. K. Vijaya Kumar
2019-10-23
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron
| Saeed Reza KheradpishehTimothée Masquelier
2019-10-21
Improving sample diversity of a pre-trained, class-conditional GAN by changing its class embeddings
| Qi LiLong MaiMichael A. AlcornAnh Nguyen
2019-10-10
Generative Adversarial Networks for Failure Prediction
Shuai ZhengAhmed FarahatChetan Gupta
2019-10-04
Elastic-InfoGAN: Unsupervised Disentangled Representation Learning in Imbalanced Data
Utkarsh OjhaKrishna Kumar SinghCho-Jui HsiehYong Jae Lee
2019-10-01
Unsupervised Projection Networks for Generative Adversarial Networks
Daiyaan ArfeenJesse Zhang
2019-09-30
RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis
| Atsuhiro NoguchiTatsuya Harada
2019-09-27
High Fidelity Speech Synthesis with Adversarial Networks
| Mikołaj BińkowskiJeff DonahueSander DielemanAidan ClarkErich ElsenNorman CasagrandeLuis C. CoboKaren Simonyan
2019-09-25
Generating Geological Facies Models with Fidelity to Diversity and Statistics of Training Images using Improved Generative Adversarial Networks
Lingchen ZhuTuanfeng Zhang
2019-09-23
LoGANv2: Conditional Style-Based Logo Generation with Generative Adversarial Networks
| Cedric OeldorfGerasimos Spanakis
2019-09-22
Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs
Bailin WangIvan TitovMirella Lapata
2019-09-09
Bilingual is At Least Monolingual (BALM): A Novel Translation Algorithm that Encodes Monolingual Priors
Jeffrey ChengChris Callison-Burch
2019-08-30
Maximizing Mutual Information for Tacotron
Peng LiuXixin WuShiyin KangGuangzhi LiDan SuDong Yu
2019-08-30
Generating High-Resolution Fashion Model Images Wearing Custom Outfits
Gökhan YildirimNikolay JetchevRoland VollgrafUrs Bergmann
2019-08-23
Feedbackward Decoding for Semantic Segmentation
Beinan WangJohn GlossnerDaniel IancuGeorgi N. Gaydadjiev
2019-08-22
Image Synthesis From Reconfigurable Layout and Style
| Wei SunTianfu Wu
2019-08-20
Two-hidden-layer Feedforward Neural Networks are Universal Approximators: A Constructive Approach
Rocio Gonzalez-DiazMiguel A. Gutiérrez-NaranjoEduardo Paluzo-Hidalgo
2019-07-26
Adversarial Video Generation on Complex Datasets
Aidan ClarkJeff DonahueKaren Simonyan
2019-07-15
Large Scale Adversarial Representation Learning
| Jeff DonahueKaren Simonyan
2019-07-04
Generating Diverse High-Fidelity Images with VQ-VAE-2
| Ali RazaviAaron van den OordOriol Vinyals
2019-06-02
Local Detection of Stereo Occlusion Boundaries
Jialiang Wang Todd Zickler
2019-06-01
Unsupervised Classification of Street Architectures Based on InfoGAN
Ning WangXianhan ZengRenjie XieZefei GaoYi ZhengZiran LiaoJunyan YangQiao Wang
2019-05-30
Emergence of Object Segmentation in Perturbed Generative Models
| Adam BielskiPaolo Favaro
2019-05-29
forgeNet: A graph deep neural network model using tree-based ensemble classifiers for feature extraction
Yunchuan KongTianwei Yu
2019-05-23
Deep Compressed Sensing
| Yan WuMihaela RoscaTimothy Lillicrap
2019-05-16
Learning Robotic Manipulation through Visual Planning and Acting
Angelina WangThanard KurutachKara LiuPieter AbbeelAviv Tamar
2019-05-11
Initialized Equilibrium Propagation for Backprop-Free Training
Peter O'ConnorEfstratios GavvesMax Welling
2019-05-01
IB-GAN: Disentangled Representation Learning with Information Bottleneck GAN
Insu JeonWonkwang LeeGunhee Kim
2019-05-01
Whitening and Coloring transform for GANs
Aliaksandr SiarohinEnver SanginetoNicu Sebe
2019-05-01
End-to-end Cloud Segmentation in High-Resolution Multispectral Satellite Imagery Using Deep Learning
Giorgio MoralesAlejandro RamírezJoel Telles
2019-04-29
Improved Precision and Recall Metric for Assessing Generative Models
| Tuomas KynkäänniemiTero KarrasSamuli LaineJaakko LehtinenTimo Aila
2019-04-15
Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space?
| Rameen AbdalYipeng QinPeter Wonka
2019-04-05
High-Fidelity Image Generation With Fewer Labels
| Mario LucicMichael TschannenMarvin RitterXiaohua ZhaiOlivier BachemSylvain Gelly
2019-03-06
Spatially-Adaptive Filter Units for Compact and Efficient Deep Neural Networks
Domen TabernikMatej KristanAleš Leonardis
2019-02-20
Highly Efficient Follicular Segmentation in Thyroid Cytopathological Whole Slide Image
Siyan TaoYao GuoChuang ZhuHuang ChenYue ZhangJie YangJun Liu
2019-02-13
AlphaStar: An Evolutionary Computation Perspective
| Kai ArulkumaranAntoine CullyJulian Togelius
2019-02-05
Heartbeat Anomaly Detection using Adversarial Oversampling
Jefferson L. P. LimaDavid MacêdoCleber Zanchettin
2019-01-28
A Style-Based Generator Architecture for Generative Adversarial Networks
| Tero KarrasSamuli LaineTimo Aila
2018-12-12
Spatially Controllable Image Synthesis with Internal Representation Collaging
| Ryohei SuzukiMasanori KoyamaTakeru MiyatoTaizan YonetsujiHuachun Zhu
2018-11-26
Sensor Adaptation for Improved Semantic Segmentation of Overhead Imagery
Marc BoschGordon A. ChristieChristopher M. Gifford
2018-11-20
Adaptive Extreme Learning Machine for Recurrent Beta-basis Function Neural Network Training
Naima ChouikhiAdel M. Alimi
2018-10-31
Mask Propagation Network for Video Object Segmentation
Jia SunDongdong YuYinghong LiChanghu Wang
2018-10-24
Learning from the Kernel and the Range Space
Kar-Ann Toh
2018-10-22
Metropolis-Hastings view on variational inference and adversarial training
Kirill NeklyudovEvgenii EgorovPavel ShvechikovDmitry Vetrov
2018-10-16
Large Scale GAN Training for High Fidelity Natural Image Synthesis
| Andrew BrockJeff DonahueKaren Simonyan
2018-09-28
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation
Ruochen FanQibin HouMing-Ming ChengGang YuRalph R. MartinShi-Min Hu
2018-09-01
Single Image Water Hazard Detection using FCN with Reflection Attention Units
Xiaofeng HanChuong NguyenShaodi YouJianfeng Lu
2018-09-01
Statistical Neurodynamics of Deep Networks: Geometry of Signal Spaces
Shun-ichi AmariRyo KarakidaMasafumi Oizumi
2018-08-22
On the achievability of blind source separation for high-dimensional nonlinear source mixtures
Takuya IsomuraTaro Toyoizumi
2018-08-02
Skin Lesion Segmentation Using Atrous Convolution via DeepLab v3
Yujie WangSimon SunJahow YuDr. Limin Yu
2018-07-24
In pixels we trust: From Pixel Labeling to Object Localization and Scene Categorization
Carlos Herranz-PerdigueroCarolina Redondo-CabreraRoberto J. López-Sastre
2018-07-19
Auto-Keras: An Efficient Neural Architecture Search System
| Haifeng JinQingquan SongXia Hu
2018-06-27
Whitening and Coloring batch transform for GANs
| Aliaksandr SiarohinEnver SanginetoNicu Sebe
2018-06-01
Rate-Optimal Denoising with Deep Neural Networks
Reinhard HeckelWen HuangPaul HandVladislav Voroninski
2018-05-22
Vortex Pooling: Improving Context Representation in Semantic Segmentation
Chen-Wei XieHong-Yu ZhouJianxin Wu
2018-04-17
On Kernel Method-Based Connectionist Models and Supervised Deep Learning Without Backpropagation
Shiyu DuanShujian YuYunmei ChenJose Principe
2018-02-11
Classification of sparsely labeled spatio-temporal data through semi-supervised adversarial learning
Atanas MirchevSeyed-Ahmad Ahmadi
2018-01-26
The Information-Autoencoding Family: A Lagrangian Perspective on Latent Variable Generative Modeling
Shengjia ZhaoJiaming SongStefano Ermon
2018-01-01
Gradients explode - Deep Networks are shallow - ResNet explained
George PhilippDawn SongJaime G. Carbonell
2018-01-01
Per-Pixel Feedback for improving Semantic Segmentation
| Aditya Ganeshan
2017-12-07
Progressive Neural Architecture Search
| Chenxi LiuBarret ZophMaxim NeumannJonathon ShlensWei HuaLi-Jia LiLi Fei-FeiAlan YuilleJonathan HuangKevin Murphy
2017-12-02
Invariance of Weight Distributions in Rectified MLPs
Russell TsuchidaFarbod Roosta-KhorasaniMarcus Gallagher
2017-11-24
An LSTM-Based Dynamic Customer Model for Fashion Recommendation
Sebastian HeinzChristian BracherRoland Vollgraf
2017-08-24
Photographic Image Synthesis with Cascaded Refinement Networks
Qifeng ChenVladlen Koltun
2017-07-28
Learning Visual Reasoning Without Strong Priors
| Ethan PerezHarm de VriesFlorian StrubVincent DumoulinAaron Courville
2017-07-10
Modulating early visual processing by language
| Harm de VriesFlorian StrubJérémie MaryHugo LarochelleOlivier PietquinAaron Courville
2017-07-02
Hardware-efficient on-line learning through pipelined truncated-error backpropagation in binary-state networks
Hesham MostafaBruno PedroniSadique SheikGert Cauwenberghs
2017-06-15
Towards Grounding Conceptual Spaces in Neural Representations
Lucas BechbergerKai-Uwe Kühnberger
2017-06-15
beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework
| Irina HigginsLoic MattheyArka PalChristopher BurgessXavier GlorotMatthew BotvinickShakir MohamedAlexander Lerchner
2017-04-26
Information-theoretic interpretation of tuning curves for multiple motion directions
Wentao HuangXin HuangKechen Zhang
2017-02-01
Image Generation and Editing with Variational Info Generative AdversarialNetworks
Mahesh GorijalaAmbedkar Dukkipati
2017-01-17
Adversarially Tuned Scene Generation
V S R VeeravasarapuConstantin RothkopfRamesh Visvanathan
2017-01-02
Fast Patch-based Style Transfer of Arbitrary Style
| Tian Qi ChenMark Schmidt
2016-12-13
A Hierarchical Reinforcement Learning Method for Persistent Time-Sensitive Tasks
Xiao LiCalin Belta
2016-06-20
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets
| Xi ChenYan DuanRein HouthooftJohn SchulmanIlya SutskeverPieter Abbeel
2016-06-12
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