Batch Normalization aims to reduce internal covariate shift, and in doing so aims to accelerate the training of deep neural nets. It accomplishes this via a normalization step that fixes the means and variances of layer inputs. Batch Normalization also has a beneficial effect on the gradient flow through the network, by reducing the dependence of gradients on the scale of the parameters or of their initial values. This allows for use of much higher learning rates without the risk of divergence. Furthermore, batch normalization regularizes the model and reduces the need for Dropout.

We apply a batch normalization layer as follows for a minibatch $\mathcal{B}$:

$$ \mu_{\mathcal{B}} = \frac{1}{m}\sum^{m}_{i=1}x_{i} $$

$$ \sigma^{2}_{\mathcal{B}} = \frac{1}{m}\sum^{m}_{i=1}\left(x_{i}-\mu_{\mathcal{B}}\right)^{2} $$

$$ \hat{x}_{i} = \frac{x_{i} - \mu_{\mathcal{B}}}{\sqrt{\sigma^{2}_{\mathcal{B}}+\epsilon}} $$

$$ y_{i} = \gamma\hat{x}_{i} + \beta = \text{BN}_{\gamma, \beta}\left(x_{i}\right) $$

Where $\gamma$ and $\beta$ are learnable parameters.

Source: Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

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2020-08-05
Physics-Informed Deep Neural Networks for Transient Electromagnetic Analysis
Oameed NoakoasteenShu WangZhen PengChristos Christodoulou
2020-08-04
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data
Hyungjin ChungEunju ChaLeonard SunwooJong Chul Ye
2020-08-04
ResNet50_on_Cifar_100_Without_Transfer_Learning
| Batuhan Bayraktar
2020-08-03
Project to Adapt: Domain Adaptation for Depth Completion from Noisy and Sparse Sensor Data
Adrian Lopez-RodriguezBenjamin BusamKrystian Mikolajczyk
2020-08-03
One Model, Many Languages: Meta-learning for Multilingual Text-to-Speech
| Tomáš NekvindaOndřej Dušek
2020-08-03
DCSFN: Deep Cross-scale Fusion Network for Single Image Rain Removal
Cong WangXiaoying XingZhixun SuJunyang Chen
2020-08-03
Late Temporal Modeling in 3D CNN Architectures with BERT for Action Recognition
| M. Esat KalfaogluSinan KalkanA. Aydin Alatan
2020-08-03
Rethinking Image Deraining via Rain Streaks and Vapors
Yinglong WangYibing SongChao MaBing Zeng
2020-08-03
Making Coherence Out of Nothing At All: Measuring the Evolution of Gradient Alignment
Satrajit ChatterjeePiotr Zielinski
2020-08-03
A Spectral Energy Distance for Parallel Speech Synthesis
Alexey A. GritsenkoTim SalimansRianne van den BergJasper SnoekNal Kalchbrenner
2020-08-03
Mining Inter-Video Proposal Relations for Video Object Detection
| Mingfei HanYali WangXiaojun ChangYu Qiao
2020-08-01
Neural ODE with Temporal Convolution and Time Delay Neural Networks for Small-Footprint Keyword Spotting
| Hiroshi FuketaYukinori Morita
2020-08-01
Object Detection and Tracking Algorithms for Vehicle Counting: A Comparative Analysis
Vishal MandalYaw Adu-Gyamfi
2020-07-31
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification
Linchuan XuJun HuangAtsushi NitandaRyo AsaokaKenji Yamanishi
2020-07-31
Dynamic Object Tracking and Masking for Visual SLAM
Jonathan VincentMathieu LabbéJean-Samuel LauzonFrançois GrondinPier-Marc Comtois-RivetFrançois Michaud
2020-07-31
Resist : Reconstruction of irises from templates
Sohaib AhmadBenjamin Fuller
2020-07-31
Instance Selection for GANs
Terrance DeVriesMichal DrozdzalGraham W. Taylor
2020-07-30
Generative Classifiers as a Basis for Trustworthy Computer Vision
| Radek MackowiakLynton ArdizzoneUllrich KötheCarsten Rother
2020-07-29
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases
Senthil PurushwalkamAbhinav Gupta
2020-07-28
Receptive-Field Regularized CNNs for Music Classification and Tagging
Khaled KoutiniHamid Eghbal-ZadehVerena HaunschmidPaul PrimusShreyan ChowdhuryGerhard Widmer
2020-07-27
Self-Attentive Multi-Layer Aggregation with Feature Recalibration and Normalization for End-to-End Speaker Verification System
Soonshin SeoJi-Hwan Kim
2020-07-27
MACU-Net Semantic Segmentation from High-Resolution Remote Sensing Images
| Rui LiChenxi DuanShunyi Zheng
2020-07-26
Counting Fish and Dolphins in Sonar Images Using Deep Learning
Stefan SchneiderAlex Zhuang
2020-07-24
PP-YOLO: An Effective and Efficient Implementation of Object Detector
| Xiang LongKaipeng DengGuanzhong WangYang ZhangQingqing DangYuan GaoHui ShenJianguo RenShumin HanErrui DingShilei Wen
2020-07-23
PareCO: Pareto-aware Channel Optimization for Slimmable Neural Networks
Ting-Wu ChinAri S. MorcosDiana Marculescu
2020-07-23
Right for the Right Reason: Making Image Classification Robust
Anna NguyenAdrian OberföllMichael Färber
2020-07-23
WeightNet: Revisiting the Design Space of Weight Networks
| Ningning MaXiangyu ZhangJiawei HuangJian Sun
2020-07-23
Rethinking CNN Models for Audio Classification
| Kamalesh PalanisamyDipika SinghaniaAngela Yao
2020-07-22
Learning Monocular Visual Odometry via Self-Supervised Long-Term Modeling
Yuliang ZouPan JiQuoc-Huy TranJia-Bin HuangManmohan Chandraker
2020-07-21
Interpolating GANs to Scaffold Autotelic Creativity
Ziv EpsteinOcéane BoulaisSkylar GordonMatt Groh
2020-07-21
Effects of Approximate Multiplication on Convolutional Neural Networks
Min Soo KimAlberto A. Del BarrioHyunJin KimNader Bagherzadeh
2020-07-20
MCUNet: Tiny Deep Learning on IoT Devices
Ji LinWei-Ming ChenYujun LinJohn CohnChuang GanSong Han
2020-07-20
Detection, Attribution and Localization of GAN Generated Images
Michael GoebelLakshmanan NatarajTejaswi NanjundaswamyTajuddin Manhar MohammedShivkumar ChandrasekaranB. S. Manjunath
2020-07-20
Resolution Switchable Networks for Runtime Efficient Image Recognition
| Yikai WangFuchun SunDuo LiAnbang Yao
2020-07-19
DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks
Hassan DboukHetul SanghviMahesh MehendaleNaresh Shanbhag
2020-07-19
Progressive Multi-Scale Residual Network for Single Image Super-Resolution
| Yuqing LiuXinfeng ZhangShanshe WangSiwei MaWen Gao
2020-07-19
Generative Pretraining from Pixels
| Mark ChenAlec RadfordRewon ChildJeff WuHeewoo JunPrafulla DhariwalDavid LuanIlya Sutskever
2020-07-17
Hybrid Discriminative-Generative Training via Contrastive Learning
Hao LiuPieter Abbeel
2020-07-17
Deep Learning Based Traffic Surveillance System For Missing and Suspicious Car Detection
K. V. KadambariVishnu Vardhan Nimmalapudi
2020-07-17
Multi-Task Pruning for Semantic Segmentation Networks
Xinghao ChenYunhe WangYiman ZhangPeng DuChunjing XuChang Xu
2020-07-16
EfficientHRNet: Efficient Scaling for Lightweight High-Resolution Multi-Person Pose Estimation
Christopher NeffAneri ShethSteven FurgursonHamed Tabkhi
2020-07-16
Human-like Energy Management Based on Deep Reinforcement Learning and Historical Driving Experiences
Teng LiuXiaolin TangXiaosong HuWenhao TanJinwei Zhang
2020-07-16
Finding Non-Uniform Quantization Schemes using Multi-Task Gaussian Processes
Marcelo Gennari do NascimentoTheo W. CostainVictor Adrian Prisacariu
2020-07-15
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
A Refined Deep Learning Architecture for Diabetic Foot Ulcers Detection
Manu GoyalSaeed Hassanpour
2020-07-15
AQD: Towards Accurate Quantized Object Detection
Jing LiuBohan ZhuangPeng ChenMingkui TanChunhua Shen
2020-07-14
Add a SideNet to your MainNet
Adrien Morisot
2020-07-14
Reconstruction Bottlenecks in Object-Centric Generative Models
| Martin EngelckeOiwi Parker JonesIngmar Posner
2020-07-13
Learning to Learn Parameterized Classification Networks for Scalable Input Images
| Duo LiAnbang YaoQifeng Chen
2020-07-13
Implicit Euler ODE Networks for Single-Image Dehazing
Jiawei ShenZhuoyan LiLei YuGui-Song XiaWen Yang
2020-07-13
Locality Guided Neural Networks for Explainable Artificial Intelligence
Randy TanNaimul KhanLing Guan
2020-07-12
To filter prune, or to layer prune, that is the question
Sara ElkerdawyMostafa ElhoushiAbhineet SinghHong ZhangNilanjan Ray
2020-07-11
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
Bayesian Multi Scale Neural Network for Crowd Counting
| Abhinav Sagar
2020-07-11
WormPose: Image synthesis and convolutional networks for pose estimation in C. elegans
| Laetitia HebertTosif AhamedAntonio C CostaLiam O'ShaughnessyGreg J Stephens
2020-07-10
Generating Adversarial Inputs Using A Black-box Differential Technique
João Batista Pereira Matos JuúniorLucas Carvalho CordeiroMarcelo d'AmorimXiaowei Huang
2020-07-10
Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging
| Rajesh KumarAbdullah Aman KhanSinmin ZhangWenYong WangYousif AbuidrisWaqas AminJay Kumar
2020-07-10
Uncertainty Quantification in Deep Residual Neural Networks
Lukasz WandzikRaul Vicente GarciaJörg Krüger
2020-07-09
Operation-Aware Soft Channel Pruning using Differentiable Masks
Minsoo KangBohyung Han
2020-07-08
Robust Re-Identification by Multiple Views Knowledge Distillation
| Angelo PorrelloLuca BergaminiSimone Calderara
2020-07-08
NVAE: A Deep Hierarchical Variational Autoencoder
Arash VahdatJan Kautz
2020-07-08
Deep Ensemble Analysis for Imaging X-ray Polarimetry
A. L. PeirsonR. W. RomaniH. L. MarshallJ. F. SteinerL. Baldini
2020-07-08
SLAP: Improving Physical Adversarial Examples with Short-Lived Adversarial Perturbations
Giulio LovisottoHenry TurnerIvo SluganovicMartin StrohmeierIvan Martinovic
2020-07-08
Journey Towards Tiny Perceptual Super-Resolution
Royson LeeŁukasz DudziakMohamed AbdelfattahStylianos I. VenierisHyeji KimHongkai WenNicholas D. Lane
2020-07-08
Calibrated BatchNorm: Improving Robustness Against Noisy Weights in Neural Networks
Li-Huang TsaiShih-Chieh ChangYu-Ting ChenJia-Yu PanWei WeiDa-Cheng Juan
2020-07-07
3D Topology Transformation with Generative Adversarial Networks
Luca StornaiuoloNima DehmamyAlbert-László BarabásiMauro Martino
2020-07-07
Automatic Ischemic Stroke Lesion Segmentation from Computed Tomography Perfusion Images by Image Synthesis and Attention-Based Deep Neural Networks
Guotai WangTao SongQiang DongMei CuiNing HuangShaoting Zhang
2020-07-07
Towards an Understanding of Residual Networks Using Neural Tangent Hierarchy (NTH)
Yuqing LiTao LuoNung Kwan Yip
2020-07-07
The LoCA Regret: A Consistent Metric to Evaluate Model-Based Behavior in Reinforcement Learning
Harm van SeijenHadi NekoeiEvan RacahSarath Chandar
2020-07-07
In the Wild: From ML Models to Pragmatic ML Systems
| Matthew WallingfordAditya KusupatiKeivan Alizadeh-VahidAaron WalsmanAniruddha KembhaviAli Farhadi
2020-07-06
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning
| Bailin LiBowen WuJiang SuGuangrun WangLiang Lin
2020-07-06
Rethinking Bottleneck Structure for Efficient Mobile Network Design
Zhou DaquanQibin HouYunpeng ChenJiashi FengShuicheng Yan
2020-07-05
HoughNet: Integrating near and long-range evidence for bottom-up object detection
| Nermin SametSamet HicsonmezEmre Akbas
2020-07-05
Learning to Prune in Training via Dynamic Channel Propagation
| Shibo ShenRongpeng LiZhifeng ZhaoHonggang ZhangYugeng Zhou
2020-07-03
ACFD: Asymmetric Cartoon Face Detector
| Bin ZhangJian LiYabiao WangZhipeng CuiYili XiaChengjie WangJilin LiFeiyue Huang
2020-07-02
Autonomous and cooperative design of the monitor positions for a team of UAVs to maximize the quantity and quality of detected objects
| Dimitrios I. KoutrasAthanasios Ch. KapoutsisElias B. Kosmatopoulos
2020-07-02
D-NetPAD: An Explainable and Interpretable Iris Presentation Attack Detector
| Renu SharmaArun Ross
2020-07-02
Multimodal Transformer for Multimodal Machine Translation
Shaowei YaoXiaojun Wan
2020-07-01
Regularly Updated Deterministic Policy Gradient Algorithm
Shuai HanWenbo ZhouShuai LüJiayu Yu
2020-07-01
A Chain Graph Interpretation of Real-World Neural Networks
| Yuesong ShenDaniel Cremers
2020-06-30
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars
| Abhinav SagarRajKumar Soundrapandiyan
2020-06-30
Improving robustness against common corruptions by covariate shift adaptation
Steffen SchneiderEvgenia RusakLuisa EckOliver BringmannWieland BrendelMatthias Bethge
2020-06-30
Deep Isometric Learning for Visual Recognition
| Haozhi QiChong YouXiaolong WangYi MaJitendra Malik
2020-06-30
PriorGAN: Real Data Prior for Generative Adversarial Nets
Shuyang GuJianmin BaoDong ChenFang Wen
2020-06-30
Causal Explanations of Image Misclassifications
Yan MinMiles Bennett
2020-06-28
Alpha-Net: Architecture, Models, and Applications
Jishan ShaikhAdya SharmaAnkit ChouhanAvinash Mahawar
2020-06-27
Distributed Uplink Beamforming in Cell-Free Networks Using Deep Reinforcement Learning
Firas FredjYasser Al-EryaniSetareh MaghsudiMohamed AkroutEkram Hossain
2020-06-26
Can Quantum Computers Learn Like Classical Computers? A Co-Design Framework for Machine Learning and Quantum Circuits
Weiwen JiangJinjun XiongYiyu Shi
2020-06-26
DRACO: Co-Optimizing Hardware Utilization, and Performance of DNNs on Systolic Accelerator
Nandan Kumar JhaShreyas RavishankarSparsh MittalArvind KaushikDipan MandalMahesh Chandra
2020-06-26
Expandable YOLO: 3D Object Detection from RGB-D Images
Masahiro TakahashiAlessandro MoroYonghoon JiKazunori Umeda
2020-06-26
COVID-19 detection using Residual Attention Network an Artificial Intelligence approach
Vishal SharmaCurtis Dyreson
2020-06-26
Pushing the Limit of Unsupervised Learning for Ultrasound Image Artifact Removal
Shujaat KhanJaeyoung HuhJong Chul Ye
2020-06-26
Tensor Programs II: Neural Tangent Kernel for Any Architecture
| Greg Yang
2020-06-25
Noise, overestimation and exploration in Deep Reinforcement Learning
Rafael Stekolshchik
2020-06-25
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
On the Difficulty of Designing Processor Arrays for Deep Neural Networks
| Kevin StehleGünther SchindlerHolger Fröning
2020-06-24
A Novel and Reliable Deep Learning Web-Based Tool to Detect COVID-19 Infection from Chest CT-Scan
| Abdolkarim SaeediMaryam SaeediArash Maghsoudi
2020-06-24
Deep Convolutional GANs for Car Image Generation
Dong Hui Kim
2020-06-24
The Effect of Multi-step Methods on Overestimation in Deep Reinforcement Learning
Lingheng MengRob GorbetDana Kulić
2020-06-23
Correct Normalization Matters: Understanding the Effect of Normalization On Deep Neural Network Models For Click-Through Rate Prediction
Zhiqiang WangQingyun ShePengTao ZhangJunlin Zhang
2020-06-23
NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks
| Eugene LeeChen-Yi Lee
2020-06-23
Spherical Perspective on Learning with Batch Norm
| Simon RoburinYann de Mont-MarinAndrei BursucRenaud MarletPatrick PérezMathieu Aubry
2020-06-23
Astronomical Classification of Light Curves with an Ensemble of Gated Recurrent Units
| Siddharth ChainiSoumya Sanjay Kumar
2020-06-22
Efficient Integer-Arithmetic-Only Convolutional Neural Networks
Hengrui ZhaoDong LiuHouqiang Li
2020-06-21
FNA++: Fast Network Adaptation via Parameter Remapping and Architecture Search
| Jiemin FangYuzhu SunQian ZhangKangjian PengYuan LiWenyu LiuXinggang Wang
2020-06-21
Towards Understanding Label Smoothing
Yi XuYuanhong XuQi QianHao LiRong Jin
2020-06-20
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition
| Ionut Cosmin DutaLi LiuFan ZhuLing Shao
2020-06-20
Paying more attention to snapshots of Iterative Pruning: Improving Model Compression via Ensemble Distillation
| Duong H. LeTrung-Nhan VoNam Thoai
2020-06-20
Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift
Zachary NadoShreyas PadhyD. SculleyAlexander D'AmourBalaji LakshminarayananJasper Snoek
2020-06-19
On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems
Panayotis MertikopoulosNadav HallakAli KavisVolkan Cevher
2020-06-19
Reducing Estimation Bias via Weighted Delayed Deep Deterministic Policy Gradient
Qiang HeXinwen Hou
2020-06-18
Neural Graphics Pipeline for Controllable Image Generation
Xuelin ChenDaniel Cohen-OrBaoquan ChenNiloy J. Mitra
2020-06-18
Sparse GPU Kernels for Deep Learning
Trevor GaleMatei ZahariaCliff YoungErich Elsen
2020-06-18
Differentiable Augmentation for Data-Efficient GAN Training
| Shengyu ZhaoZhijian LiuJi LinJun-Yan ZhuSong Han
2020-06-18
Big Self-Supervised Models are Strong Semi-Supervised Learners
| Ting ChenSimon KornblithKevin SwerskyMohammad NorouziGeoffrey Hinton
2020-06-17
Fine-Grained Stochastic Architecture Search
| Shraman Ray ChaudhuriElad EbanHanhan LiMax MorozYair Movshovitz-Attias
2020-06-17
Are you wearing a mask? Improving mask detection from speech using augmentation by cycle-consistent GANs
Nicolae-Cătălin RisteaRadu Tudor Ionescu
2020-06-17
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
| Mathilde CaronIshan MisraJulien MairalPriya GoyalPiotr BojanowskiArmand Joulin
2020-06-17
New Interpretations of Normalization Methods in Deep Learning
Jiacheng SunXiangyong CaoHanwen LiangWeiran HuangZewei ChenZhenguo Li
2020-06-16
Directional Pruning of Deep Neural Networks
| Shih-Kang ChaoZhanyu WangYue XingGuang Cheng
2020-06-16
Improving accuracy and speeding up Document Image Classification through parallel systems
| Javier FerrandoJuan Luis DominguezJordi TorresRaul GarciaDavid GarciaDaniel GarridoJordi CortadaMateo Valero
2020-06-16
A Study of Compositional Generalization in Neural Models
Tim KlingerDhaval AdjodahVincent MaroisJosh JosephMatthew RiemerAlex 'Sandy' PentlandMurray Campbell
2020-06-16
Gradient Amplification: An efficient way to train deep neural networks
Sunitha BasodiChunyan JiHaiping ZhangYi Pan
2020-06-16
Multi-Precision Policy Enforced Training (MuPPET): A precision-switching strategy for quantised fixed-point training of CNNs
Aditya RajagopalDiederik Adriaan VinkStylianos I. VenierisChristos-Savvas Bouganis
2020-06-16
Intriguing generalization and simplicity of adversarially trained neural networks
Chirag AgarwalPeijie ChenAnh Nguyen
2020-06-16
COVID-CXNet: Detecting COVID-19 in Frontal Chest X-ray Images using Deep Learning
| Arman HaghanifarMahdiyar Molahasani MajdabadiYounhee ChoiS. DeivalakshmiSeokbum Ko
2020-06-16
Spherical Motion Dynamics of Deep Neural Networks with Batch Normalization and Weight Decay
Ruosi WanZhanxing ZhuXiangyu ZhangJian Sun
2020-06-15
Slowing Down the Weight Norm Increase in Momentum-based Optimizers
| Byeongho HeoSanghyuk ChunSeong Joon OhDongyoon HanSangdoo YunYoungjung UhJung-Woo Ha
2020-06-15
An online evolving framework for advancing reinforcement-learning based automated vehicle control
Teawon HanSubramanya NageshraoDimitar P. FilevUmit Ozguner
2020-06-15
A study of the effect of the illumination model on the generation of synthetic training datasets
Xin ZhangNing JiaIoannis Ivrissimtzis
2020-06-15
Entropic gradient descent algorithms and wide flat minima
Fabrizio PittorinoCarlo LucibelloChristoph FeinauerEnrico M. MalatestaGabriele PeruginiCarlo BaldassiMatteo NegriElizaveta DemyanenkoRiccardo Zecchina
2020-06-14
Few-shot Object Detection on Remote Sensing Images
Jingyu DengXiang LiYi Fang
2020-06-14
2D Image Relighting with Image-to-Image Translation
| Paul GaftonErick Maraz
2020-06-14
FCOS: A simple and strong anchor-free object detector
Zhi TianChunhua ShenHao ChenTong He
2020-06-14
Split-Merge Pooling
Omid Hosseini JafariCarsten Rother
2020-06-13
Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning
| Jean-Bastien GrillFlorian StrubFlorent AltchéCorentin TallecPierre H. RichemondElena BuchatskayaCarl DoerschBernardo Avila PiresZhaohan Daniel GuoMohammad Gheshlaghi AzarBilal PiotKoray KavukcuogluRémi MunosMichal Valko
2020-06-13
Human and Multi-Agent collaboration in a human-MARL teaming framework
Neda NavidiFrancois ChabotSagar KurandwadIrv LustigmanVincent RobertGregory SzriftgiserAndrea Schuch
2020-06-12
Continuous Control for Searching and Planning with a Learned Model
Xuxi YangWerner DuvaudPeng Wei
2020-06-12
Rethinking the Truly Unsupervised Image-to-Image Translation
| Kyungjune BaekYunjey ChoiYoungjung UhJaejun YooHyunjung Shim
2020-06-11
Optimization Theory for ReLU Neural Networks Trained with Normalization Layers
Yonatan DuklerQuanquan GuGuido Montúfar
2020-06-11
What makes instance discrimination good for transfer learning?
Nanxuan ZhaoZhirong WuRynson W. H. LauStephen Lin
2020-06-11
Privacy-Aware Activity Classification from First Person Office Videos
Partho GhoshMd. Abrar IstiakNayeeb RashidAhsan Habib AkashRidwan AbrarAnkan Ghosh DastiderAsif Shahriyar SushmitTaufiq Hasan
2020-06-11
Rethinking Pre-training and Self-training
| Barret ZophGolnaz GhiasiTsung-Yi LinYin CuiHanxiao LiuEkin D. CubukQuoc V. Le
2020-06-11
Multigrid-in-Channels Architectures for Wide Convolutional Neural Networks
Jonathan EphrathLars RuthottoEran Treister
2020-06-11
Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification
Neil VaughanBogdan Gabrys
2020-06-11
Training Generative Adversarial Networks with Limited Data
| Tero KarrasMiika AittalaJanne HellstenSamuli LaineJaakko LehtinenTimo Aila
2020-06-11
Applying Deep-Learning-Based Computer Vision to Wireless Communications: Methodologies, Opportunities, and Challenges
Yu TianGaofeng PanMohamed-Slim Alouini
2020-06-10
Interpolation between Residual and Non-Residual Networks
| Zonghan YangYang LiuChenglong BaoZuoqiang Shi
2020-06-10
Extrapolation for Large-batch Training in Deep Learning
Tao LinLingjing KongSebastian U. StichMartin Jaggi
2020-06-10
Deep Learning-based Aerial Image Segmentation with Open Data for Disaster Impact Assessment
Ananya GuptaSimon WatsonHujun Yin
2020-06-10
Bombus Species Image Classification
Venkat MargapuriGeorge LavezziRobert StewartDan Wagner
2020-06-09
Can Synthetic Data Improve Object Detection Results for Remote Sensing Images?
Weixing LiuJun LiuBin Luo
2020-06-09
Training Deep Spiking Neural Networks
Eimantas LedinauskasJulius RuseckasAlfonsas JuršėnasGiedrius Buračas
2020-06-08
Unstructured Road Vanishing Point Detection Using the Convolutional Neural Network and Heatmap Regression
Yin-Bo LiuMing ZengQing-Hao Meng
2020-06-08
Learning disconnected manifolds: a no GANs land
Ugo TanielianThibaut IssenhuthElvis DohmatobJeremie Mary
2020-06-08
Passive Batch Injection Training Technique: Boosting Network Performance by Injecting Mini-Batches from a different Data Distribution
Pravendra SinghPratik MazumderVinay P. Namboodiri
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
A Framework for Neural Network Pruning Using Gibbs Distributions
Alex LabachShahrokh Valaee
2020-06-08
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection
| Xiang LiWenhai WangLijun WuShuo ChenXiaolin HuJun LiJinhui TangJian Yang
2020-06-08
Realistic text replacement with non-uniform style conditioning
Arseny NerinovskyIgor BuzhinskyAndey Filchencov
2020-06-07
EDropout: Energy-Based Dropout and Pruning of Deep Neural Networks
| Hojjat SalehinejadShahrokh Valaee
2020-06-07
A Comparative Study on Early Detection of COVID-19 from Chest X-Ray Images
Mete AhishaliAysen DegerliMehmet YamacSerkan KiranyazMuhammad E. H. ChowdhuryKhalid HameedTahir HamidRashid MazharMoncef Gabbouj
2020-06-07
A Robust Attentional Framework for License Plate Recognition in the Wild
Linjiang ZhangPeng WangHui LiZhen LiChunhua ShenYanning Zhang
2020-06-06
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning
Robert MüllerFabian RitzSteffen IlliumClaudia Linnhoff-Popien
2020-06-05
Black-box Explanation of Object Detectors via Saliency Maps
Vitali PetsiukRajiv JainVarun ManjunathaVlad I. MorariuAshutosh MehraVicente OrdonezKate Saenko
2020-06-05
Visual Transformers: Token-based Image Representation and Processing for Computer Vision
Bichen WuChenfeng XuXiaoliang DaiAlvin WanPeizhao ZhangMasayoshi TomizukaKurt KeutzerPeter Vajda
2020-06-05
Segmentation of Surgical Instruments for Minimally-Invasive Robot-Assisted Procedures Using Generative Deep Neural Networks
Iñigo Azqueta-GavaldonFlorian FröhlichKlaus StroblRudolph Triebel
2020-06-05
CiwGAN and fiwGAN: Encoding information in acoustic data to model lexical learning with Generative Adversarial Networks
Gašper Beguš
2020-06-04
Exploiting the Transferability of Deep Learning Systems Across Multi-modal Retinal Scans for Extracting Retinopathy Lesions
Taimur HassanMuhammad Usman AkramNaoufel Werghi
2020-06-04
Assessing Intelligence in Artificial Neural Networks
Nicholas J. SchaubNathan Hotaling
2020-06-03
Efficient refinements on YOLOv3 for real-time detection and assessment of diabetic foot Wagner grades
Aifu HanYongze ZhangAjuan LiChangjin LiFengying ZhaoQiujie DongQin LiuYanting LiuXimei ShenSunjie YanShengzong Zhou
2020-06-03
Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE
| Juntang ZhuangNicha DvornekXiaoxiao LiSekhar TatikondaXenophon PapademetrisJames Duncan
2020-06-03
Rényi Generative Adversarial Networks
Himesh BhatiaWilliam PaulFady AlajajiBahman GharesifardPhilippe Burlina
2020-06-03
Interpretation of ResNet by Visualization of Preferred Stimulus in Receptive Fields
Genta KobayashiHayaru Shouno
2020-06-02
Deceiving computers in Reverse Turing Test through Deep Learning
| Jimut Bahan Pal
2020-06-01
Camouflaged Object Detection
| Deng-Ping Fan Ge-Peng Ji Guolei Sun Ming-Ming Cheng Jianbing Shen Ling Shao
2020-06-01
Bi-directional Exponential Angular Triplet Loss for RGB-Infrared Person Re-Identification
| Hanrong YeHong LiuFanyang MengXia Li
2020-06-01
Auxiliary Training: Towards Accurate and Robust Models
Linfeng Zhang Muzhou Yu Tong Chen Zuoqiang Shi Chenglong Bao Kaisheng Ma
2020-06-01
SP-NAS: Serial-to-Parallel Backbone Search for Object Detection
Chenhan Jiang Hang Xu Wei Zhang Xiaodan Liang Zhenguo Li
2020-06-01
DeepMark++: CenterNet-based Clothing Detection
Alexey SidnevAlexander KrapivinAlexey TrushkovEkaterina KrasikovaMaxim Kazakov
2020-06-01
Residual Squeeze-and-Excitation Network for Fast Image Deraining
Jun FuJianfeng XuKazuyuki TasakaZhibo Chen
2020-06-01
A2-LINK: Recognizing Disguised Faces via Active Learning and Adversarial Noise based Inter-Domain Knowledge
| Anshuman SuriMayank VatsaRicha Singh
2020-06-01
BWCNN: Blink to Word, a Real-Time Convolutional Neural Network Approach
Albara Ah RamliRex LiuRahul KrishnamoorthyVishal I BXiaoxiao WangIlias TagkopoulosXin Liu
2020-06-01
How Does Noise Help Robustness? Explanation and Exploration under the Neural SDE Framework
Xuanqing Liu Tesi Xiao Si Si Qin Cao Sanjiv Kumar Cho-Jui Hsieh
2020-06-01
MemNAS: Memory-Efficient Neural Architecture Search With Grow-Trim Learning
Peiye Liu Bo Wu Huadong Ma Mingoo Seok
2020-06-01
Distilling Image Dehazing With Heterogeneous Task Imitation
Ming Hong Yuan Xie Cuihua Li Yanyun Qu
2020-06-01
VOLDOR: Visual Odometry From Log-Logistic Dense Optical Flow Residuals
| Zhixiang Min Yiding Yang Enrique Dunn
2020-06-01
Low-Rank Compression of Neural Nets: Learning the Rank of Each Layer
Yerlan Idelbayev Miguel A. Carreira-Perpinan
2020-06-01
An End-to-End Edge Aggregation Network for Moving Object Segmentation
Prashant W. Patil Kuldeep M. Biradar Akshay Dudhane Subrahmanyam Murala
2020-06-01
A U-Net Based Discriminator for Generative Adversarial Networks
Edgar Schonfeld Bernt Schiele Anna Khoreva
2020-06-01
Online Knowledge Distillation via Collaborative Learning
Qiushan Guo Xinjiang Wang Yichao Wu Zhipeng Yu Ding Liang Xiaolin Hu Ping Luo
2020-06-01
SegGCN: Efficient 3D Point Cloud Segmentation With Fuzzy Spherical Kernel
Huan Lei Naveed Akhtar Ajmal Mian
2020-06-01
Interactive Object Segmentation With Inside-Outside Guidance
| Shiyin Zhang Jun Hao Liew Yunchao Wei Shikui Wei Yao Zhao
2020-06-01
Disparity-Aware Domain Adaptation in Stereo Image Restoration
Bo Yan Chenxi Ma Bahetiyaer Bare Weimin Tan Steven C. H. Hoi
2020-06-01
ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning
| Zhewei YaoAmir GholamiSheng ShenKurt KeutzerMichael W. Mahoney
2020-06-01
Unpaired Portrait Drawing Generation via Asymmetric Cycle Mapping
Ran Yi Yong-Jin Liu Yu-Kun Lai Paul L. Rosin
2020-06-01
End-to-End Change Detection for High Resolution Drone Images with GAN Architecture
Yura ZharkovskyOvadya Menadeva
2020-05-31
Advanced Single Image Resolution Upsurging Using a Generative Adversarial Network
Md. Moshiur RahmanSamrat Kumar DeyKabid Hassan Shibly
2020-05-30
WaveSNet: Wavelet Integrated Deep Networks for Image Segmentation
Qiufu LiLinlin Shen
2020-05-29
Automatic Diagnosis of Pulmonary Embolism Using an Attention-guided Framework: A Large-scale Study
Luyao ShiDeepta RajanShafiq AbedinManikanta Srikar YellapragadaDavid BeymerEhsan Dehghan
2020-05-29
CoDiNet: Path Distribution Modeling with Consistency and Diversity for Dynamic Routing
Huanyu WangZequn QinSongyuan LiXi Li
2020-05-29
Knowledge-Driven Learning via Experts Consult for Thyroid Nodule Classification
Danilo AvolaLuigi CinqueAlessio FagioliSebastiano FilettiGiorgio GraniEmanuele Rodolà
2020-05-28
Brief Announcement: On the Limits of Parallelizing Convolutional Neural Networks on GPUs
Behnam PourghassemiChenghao ZhangJoo Hwan LeeAparna Chandramowlishwaran
2020-05-28
GSTO: Gated Scale-Transfer Operation for Multi-Scale Feature Learning in Pixel Labeling
| Zhuoying WangYongtao WangZhi TangYangyan LiYing ChenHaibin LingWeisi Lin
2020-05-27
Poly-YOLO: higher speed, more precise detection and instance segmentation for YOLOv3
Petr HurtikVojtech MolekJan HulaMarek VajglPavel VlasanekTomas Nejezchleba
2020-05-27
Towards the Infeasibility of Membership Inference on Deep Models
Shahbaz RezaeiXin Liu
2020-05-27
Network Fusion for Content Creation with Conditional INNs
Robin RombachPatrick EsserBjörn Ommer
2020-05-27
CLOCS: Contrastive Learning of Cardiac Signals
Dani KiyassehTingting ZhuDavid A. Clifton
2020-05-27
Identification of Crystal Symmetry from Noisy Diffraction Patterns by A Shape Analysis and Deep Learning
| Leslie Ching Ow TiongJeongrae KimSang Soo HanDonghun Kim
2020-05-26
Perceptual Extreme Super Resolution Network with Receptive Field Block
Taizhang ShangQiuju DaiShengchen ZhuTong YangYandong Guo
2020-05-26
Optimization-driven Deep Reinforcement Learning for Robust Beamforming in IRS-assisted Wireless Communications
Jiaye LinYuze ZouXiaoru DongShimin GongDinh Thai HoangDusit Niyato
2020-05-25
Egocentric Human Segmentation for Mixed Reality
Andrija GajicEster Gonzalez-SosaDiego Gonzalez-MorinMarcos Escudero-ViñoloAlvaro Villegas
2020-05-25
Identity-Preserving Realistic Talking Face Generation
Sanjana SinhaSandika BiswasBrojeshwar Bhowmick
2020-05-25
Coronavirus: Comparing COVID-19, SARS and MERS in the eyes of AI
Anas TahirYazan QiblaweyAmith KhandakarTawsifur RahmanUzair KhurshidFarayi MusharavatiM. T. IslamSerkan KiranyazMuhammad E. H. Chowdhury
2020-05-23
TASO: Time and Space Optimization for Memory-Constrained DNN Inference
Yuan WenAndrew AndersonValentin RaduMichael F. P. O'BoyleDavid Gregg
2020-05-21
Reducing Overlearning through Disentangled Representations by Suppressing Unknown Tasks
Naveen PanwarTarun TaterAnush SankaranSenthil Mani
2020-05-20
Classification of Industrial Control Systems screenshots using Transfer Learning
Pablo Blanco MedinaEduardo Fidalgo FernandezEnrique AlegreFrancisco Jáñez MartinoRoberto A. Vasco-CarofilisVíctor Fidalgo Villar
2020-05-20
Investigation of learning abilities on linguistic features in sequence-to-sequence text-to-speech synthesis
Yusuke YasudaXin WangJunichi Yamagishi
2020-05-20
Deep Learning based Diagnosis of COVID-19 usingChest CT-scan Images
| Talha AnwarSeemab Zakir
2020-05-20
Map Generation from Large Scale Incomplete and Inaccurate Data Labels
Rui ZhangConrad AlbrechtWei ZhangXiaodong CuiUlrich FinklerDavid KungSiyuan Lu
2020-05-20
Synthesizing Unrestricted False Positive Adversarial Objects Using Generative Models
Martin KotuliakSandro E. SchoenbornAndrei Dan
2020-05-19
Experience Augmentation: Boosting and Accelerating Off-Policy Multi-Agent Reinforcement Learning
Zhenhui YeYining ChenGuanghua SongBowei YangShen Fan
2020-05-19
Medical Image Generation using Generative Adversarial Networks
Nripendra Kumar SinghKhalid Raza
2020-05-19
Joint Multi-Dimension Pruning
Zechun LiuXiangyu ZhangZhiqiang ShenZhe LiYichen WeiKwang-Ting ChengJian Sun
2020-05-18
Bayesian convolutional neural network based MRI brain extraction on nonhuman primates
Gengyan ZhaoFang LiuJonathan A. OlerMary E. MeyerandNed H. KalinRasmus M. Birn
2020-05-18
Cross-filter compression for CNN inference acceleration
Fuyuan LyuShien ZhuWeichen Liu
2020-05-18
ResMoNet: A Residual Mobile-based Network for Facial Emotion Recognition in Resource-Limited Systems
Rodolfo Ferro-PérezHugo Mitre-Hernandez
2020-05-15
Finet: Using Fine-grained Batch Normalization to Train Light-weight Neural Networks
Chunjie LuoJianfeng ZhanLei WangWanling Gao
2020-05-14
Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
Michael W. DusenberryGhassen JerfelYeming WenYi-An MaJasper SnoekKatherine HellerBalaji LakshminarayananDustin Tran
2020-05-14
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks
Ning ZhangJingen LiuKe WangDan ZengTao Mei
2020-05-13
Context Learning for Bone Shadow Exclusion in CheXNet Accuracy Improvement
Minh-Chuong HuynhTrung-Hieu NguyenMinh-Triet Tran
2020-05-13
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
Discriminative Multi-modality Speech Recognition
| Bo XuCheng LuYandong GuoJacob Wang
2020-05-12
Multi-Channel Transfer Learning of Chest X-ray Images for Screening of COVID-19
Sampa MisraSeungwan JeonSeiyon LeeRavi ManaguliChulhong Kim
2020-05-12
Train and Deploy an Image Classifier for Disaster Response
Jianyu MaoKiana HarrisNae-Rong ChangCaleb PennellYiming Ren
2020-05-12
Apple Defect Detection Using Deep Learning Based Object Detection For Better Post Harvest Handling
Paolo Valdez
2020-05-12
Flowtron: an Autoregressive Flow-based Generative Network for Text-to-Speech Synthesis
| Rafael ValleKevin ShihRyan PrengerBryan Catanzaro
2020-05-12
Fundus2Angio: A Novel Conditional GAN Architecture for Generating Fluorescein Angiography Images from Retinal Fundus Photography
Sharif Amit KamranKhondker Fariha HossainAlireza TavakkoliStewart Lee Zuckerbrod
2020-05-11
End-To-End Speech Synthesis Applied to Brazilian Portuguese
| Edresson CasanovaArnaldo Candido JuniorChristopher ShulbyFrederico Santos de OliveiraJoão Paulo TeixeiraMoacir Antonelli PontiSandra Maria Aluisio
2020-05-11
deepSELF: An Open Source Deep Self End-to-End Learning Framework
Tomoya KoikeKun QianBjörn W. SchullerYoshiharu Yamamoto
2020-05-11
Learning to Detect 3D Objects from Point Clouds in Real Time
| Abhinav Sagar
2020-05-09
Data-Free Network Quantization With Adversarial Knowledge Distillation
Yoojin ChoiJihwan ChoiMostafa El-KhamyJungwon Lee
2020-05-08
Scene Text Image Super-Resolution in the Wild
| Wenjia WangEnze XieXuebo LiuWenhai WangDing LiangChunhua ShenXiang Bai
2020-05-07
DMCP: Differentiable Markov Channel Pruning for Neural Networks
| Shaopeng GuoYujie WangQuanquan LiJunjie Yan
2020-05-07
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices
Chunjie LuoXiwen HeJianfeng ZhanLei WangWanling GaoJiahui Dai
2020-05-07
Wavelet Integrated CNNs for Noise-Robust Image Classification
Qiufu LiLinlin ShenSheng GuoZhihui Lai
2020-05-07
AutoSpeech: Neural Architecture Search for Speaker Recognition
| Shaojin DingTianlong ChenXinyu GongWeiwei ZhaZhangyang Wang
2020-05-07
Synthetic Image Augmentation for Damage Region Segmentation using Conditional GAN with Structure Edge
Takato YasunoMichihiro NakajimaTomoharu SekiguchiKazuhiro NodaKiyoshi AoyanagiSakura Kato
2020-05-07
Seismic Shot Gather Noise Localization Using a Multi-Scale Feature-Fusion-Based Neural Network
Antonio José G. BussonSérgio ColcherRuy Luiz MilidiúBruno Pereira DiasAndré Bulcão
2020-05-07
Scale-Equalizing Pyramid Convolution for Object Detection
| Xinjiang WangShilong ZhangZhuoran YuLitong FengWayne Zhang
2020-05-06
Diagnosing the Environment Bias in Vision-and-Language Navigation
| Yubo ZhangHao TanMohit Bansal
2020-05-06
DeepHist: Differentiable Joint and Color Histogram Layers for Image-to-Image Translation
Mor Avi-AharonAssaf ArbelleTammy Riklin Raviv
2020-05-06
Time Dependence in Non-Autonomous Neural ODEs
Jared Quincy DavisKrzysztof ChoromanskiJake VarleyHonglak LeeJean-Jacques SlotineValerii LikhosterovAdrian WellerAmeesh MakadiaVikas Sindhwani
2020-05-05
Automatic Plant Image Identification of Vietnamese species using Deep Learning Models
Nguyen Van HieuNgo Le Huy Hien
2020-05-05
Adaptive Low-Rank Factorization to regularize shallow and deep neural networks
Mohammad Mahdi BejaniMehdi Ghatee
2020-05-05
Mimicry: Towards the Reproducibility of GAN Research
| Kwot Sin LeeChristopher Town
2020-05-05
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
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation
| Nitin RathiGopalakrishnan SrinivasanPriyadarshini PandaKaushik Roy
2020-05-04
Automated eye disease classification method from anterior eye image using anatomical structure focused image classification technique
Masahiro OdaTakefumi YamaguchiHideki FukuokaYuta UenoKensaku Mori
2020-05-04
Explaining How Deep Neural Networks Forget by Deep Visualization
| Giang NguyenShuan ChenTae Joon JunDaeyoung Kim
2020-05-03
IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization
| Wenxuan ZhouBill Yuchen LinXiang Ren
2020-05-02
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
| Tri DaoNimit SohoniAlbert GuMatthew EichhornAmit BlonderMegan LeszczynskiAtri RudraChristopher Ré
2020-05-01
Neural Machine Translation with Universal Visual Representation
| Zhuosheng ZhangKehai ChenRui WangMasao UtiyamaEiichiro SumitaZuchao LiHai Zhao
2020-05-01
Kernel of CycleGAN as a principal homogeneous space
Nikita MoriakovJonas AdlerJonas Teuwen
2020-05-01
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
Xiandong ZhaoYing WangXuyi CaiCheng LiuLei Zhang
2020-05-01
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net
| Mina JafariRuizhe LiYue XingDorothee AuerSusan FrancisJonathan GaribaldiXin Chen
2020-04-28
DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation
Mina JafariDorothee AuerSusan FrancisJonathan GaribaldiXin Chen
2020-04-28
Identification of Cervical Pathology using Adversarial Neural Networks
Abhilash NandyRachana SathishDebdoot Sheet
2020-04-28
AI Augmentation of Radiologist Performance in Distinguishing COVID-19 from Pneumonia of Other Etiology on Chest CT
| Harrison X. BaiRobin WangZeng XiongBen HsiehKen ChangKasey HalseyThi My Linh TranJi Whae ChoiDong-Cui WangLin-Bo ShiJi MeiXiao-Long JiangIan PanQiu-Hua ZengPing-Feng HuYi-Hui LiFei-Xian FuRaymond Y. HuangRonnie SebroQi-Zhi YuMichael K. AtalayWei-Hua Liao
2020-04-27
A scoping review of transfer learning research on medical image analysis using ImageNet
Mohammad Amin MoridAlireza BorjaliGuilherme Del Fiol
2020-04-27
CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documents
| Devashish PrasadAyan GadpalKshitij KapadniManish VisaveKavita Sultanpure
2020-04-27
In-Vehicle Object Detection in the Wild for Driverless Vehicles
Ranjith DinakaranLi ZhangRichard Jiang
2020-04-27
Differentiable Adaptive Computation Time for Visual Reasoning
| Cristobal EyzaguirreAlvaro Soto
2020-04-27
Hyperspectral Images Classification Based on Multi-scale Residual Network
| Xiangdong ZhangTengjun WangYun Yang
2020-04-26
EfficientPose: Scalable single-person pose estimation
| Daniel GroosHeri RamampiaroEspen Ihlen
2020-04-25
On the safety of vulnerable road users by cyclist orientation detection using Deep Learning
Marichelo Garcia-VenegasDiego A. Mercado-RavellCarlos A. Carballo-Monsivais
2020-04-25
Offline Signature Verification on Real-World Documents
| Deniz EnginAlperen KantarcıSeçil ArslanHazım Kemal Ekenel
2020-04-25
PBCS : Efficient Exploration and Exploitation Using a Synergy between Reinforcement Learning and Motion Planning
Guillaume MatheronNicolas PerrinOlivier Sigaud
2020-04-24
Ultra Fast Structure-aware Deep Lane Detection
| Zequn QinHuanyu WangXi Li
2020-04-24
Supervised Contrastive Learning
| Prannay KhoslaPiotr TeterwakChen WangAaron SarnaYonglong TianPhillip IsolaAaron MaschinotCe LiuDilip Krishnan
2020-04-23
Depth-Wise Neural Architecture Search
| Artur JordaoFernando AkioMaiko LieWilliam Robson Schwartz
2020-04-23
YOLOv4: Optimal Speed and Accuracy of Object Detection
| Alexey BochkovskiyChien-Yao WangHong-Yuan Mark Liao
2020-04-23
Automated diagnosis of COVID-19 with limited posteroanterior chest X-ray images using fine-tuned deep neural networks
Narinder Singh PunnSonali Agarwal
2020-04-23
ByteSing: A Chinese Singing Voice Synthesis System Using Duration Allocated Encoder-Decoder Acoustic Models and WaveRNN Vocoders
Yu GuXiang YinYonghui RaoYuan WanBenlai TangYang ZhangJitong ChenYuxuan WangZejun Ma
2020-04-23
DyNet: Dynamic Convolution for Accelerating Convolutional Neural Networks
Yikang ZhangJian ZhangQiang WangZhao Zhong
2020-04-22
Automatic Detection of Coronavirus Disease (COVID-19) in X-ray and CT Images: A Machine Learning-Based Approach
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassasniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
Yoga-82: A New Dataset for Fine-grained Classification of Human Poses
Manisha VermaSudhakar KumawatYuta NakashimaShanmuganathan Raman
2020-04-22
Automatic Polyp Segmentation Using Convolutional Neural Networks
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
A Cycle GAN Approach for Heterogeneous Domain Adaptation in Land Use Classification
Claire VoreiterJean-Christophe BurnelPierre LassalleMarc SpigaiRomain HuguesNicolas Courty
2020-04-22
A Data and Compute Efficient Design for Limited-Resources Deep Learning
Mirgahney MohamedGabriele CesaTaco S. CohenMax Welling
2020-04-21
Spatio-spectral deep learning methods for in-vivo hyperspectral laryngeal cancer detection
Marcel BengsStephan WestermannNils GessertDennis EggertAndreas O. H. GerstnerNina A. MuellerChristian BetzWiebke LaffersAlexander Schlaefer
2020-04-21
Automated Detection of Rest Disruptions in Critically Ill Patients
Vasundhra IyengarAzra BihoracParisa Rashidi
2020-04-21
LSQ+: Improving low-bit quantization through learnable offsets and better initialization
| Yash BhalgatJinwon LeeMarkus NagelTijmen BlankevoortNojun Kwak
2020-04-20
Deep-COVID: Predicting COVID-19 From Chest X-Ray Images Using Deep Transfer Learning
| Shervin MinaeeRahele KafiehMilan SonkaShakib YazdaniGhazaleh Jamalipour Soufi
2020-04-20
ResNeSt: Split-Attention Networks
| Hang ZhangChongruo WuZhongyue ZhangYi ZhuZhi ZhangHaibin LinYue SunTong HeJonas MuellerR. ManmathaMu LiAlexander Smola
2020-04-19
BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient
| Behzad HasaniPooran Singh NegiMohammad H. Mahoor
2020-04-18
DriftNet: Aggressive Driving Behavior Classification using 3D EfficientNet Architecture
Alam NoorBilel BenjdiraAdel AmmarAnis Koubaa
2020-04-18
Identifying Semantically Duplicate Questions Using Data Science Approach: A Quora Case Study
Navedanjum AnsariRajesh Sharma
2020-04-18
LiteDenseNet: A Lightweight Network for Hyperspectral Image Classification
Rui LiChenxi Duan
2020-04-17
Continual Learning with Extended Kronecker-factored Approximate Curvature
Janghyeon LeeHyeong Gwon HongDonggyu JooJunmo Kim
2020-04-16
Video Face Manipulation Detection Through Ensemble of CNNs
| Nicolò BonettiniEdoardo Daniele CannasSara MandelliLuca BondiPaolo BestaginiStefano Tubaro
2020-04-16
An Evaluation of DNN Architectures for Page Segmentation of Historical Newspapers
| Bernhard LieblManuel Burghardt
2020-04-15
ESResNet: Environmental Sound Classification Based on Visual Domain Models
| Andrey GuzhovFederico RaueJörn HeesAndreas Dengel
2020-04-15
Effect of Input Noise Dimension in GANs
Manisha PadalaDebojit DasSujit Gujar
2020-04-15
Res-CR-Net, a residual network with a novel architecture optimized for the semantic segmentation of microscopy images
| Hassan AbdallahAsiri LiyanaarachchiMaranda SaighSamantha SilversSuzan ArslanturkDouglas J. TaatjesLars LarssonBhanu P. JenaDomenico L. Gatti
2020-04-14
Towards Robust Classification with Image Quality Assessment
Yeli FengYiyu Cai
2020-04-14
WQT and DG-YOLO: towards domain generalization in underwater object detection
Hong LiuPinhao SongRunwei Ding
2020-04-14
Transfer Learning with Deep Convolutional Neural Network (CNN) for Pneumonia Detection using Chest X-ray
Tawsifur RahmanMuhammad E. H. ChowdhuryAmith KhandakarKhandaker R. IslamKhandaker F. IslamZaid B. MahbubMuhammad A. KadirSaad Kashem
2020-04-14
Dynamic R-CNN: Towards High Quality Object Detection via Dynamic Training
| Hongkai ZhangHong ChangBingpeng MaNaiyan WangXilin Chen
2020-04-13
k-decay: A New Method For Learning Rate Schedule
Tao ZhangWei Li
2020-04-13
Multilevel Minimization for Deep Residual Networks
Lisa Gaedke-MerzhäuserAlena KopaničákováRolf Krause
2020-04-13
Towards an Effective and Efficient Deep Learning Model for COVID-19 Patterns Detection in X-ray Images
| Eduardo LuzPedro Lopes SilvaRodrigo SilvaLudmila SilvaGladston MoreiraDavid Menotti
2020-04-12
Deep learning-based topological optimization for representing a user-specified design area
Keigo NakamuraYoshiro Suzuki
2020-04-11
From Quantized DNNs to Quantizable DNNs
Kunyuan DuYa ZhangHaibing Guan
2020-04-11
Detection of Covid-19 From Chest X-ray Images Using Artificial Intelligence: An Early Review
Muhammad IlyasHina RehmanAmine Nait-ali
2020-04-11
Deep Residual Correction Network for Partial Domain Adaptation
Shuang LiChi Harold LiuQiuxia LinQi WenLimin SuGao HuangZhengming Ding
2020-04-10
Improved Residual Networks for Image and Video Recognition
| Ionut Cosmin DutaLi LiuFan ZhuLing Shao
2020-04-10
Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection
| Zhongzheng RenZhiding YuXiaodong YangMing-Yu LiuYong Jae LeeAlexander G. SchwingJan Kautz
2020-04-09
Analysis on DeepLabV3+ Performance for Automatic Steel Defects Detection
Zheng NieJiachen XuShengchang Zhang
2020-04-09
A Deep Learning Approach for Determining Effects of Tuta Absoluta in Tomato Plants
Denis P. RubangaLoyani K. LoyaniMgaya RichardSawahiko Shimada
2020-04-08
Improved YOLOv3 Object Classification in Intelligent Transportation System
Yang ZhangChanghui HuXiaobo Lu
2020-04-08
Channel Attention Residual U-Net for Retinal Vessel Segmentation
Changlu GuoMárton SzemenyeiYugen YiWei Zhou
2020-04-07
Orthant Based Proximal Stochastic Gradient Method for $\ell_1$-Regularized Optimization
| Tianyi ChenTianyu DingBo JiGuanyi WangJing TianYixin ShiSheng YiXiao TuZhihui Zhu
2020-04-07
Within the Lack of COVID-19 Benchmark Dataset: A Novel GAN with Deep Transfer Learning for Corona-virus Detection in Chest X-ray Images
Mohamed LoeyFlorentin SmarandacheNour Eldeen M. Khalifa
2020-04-07
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
Evolving Normalization-Activation Layers
| Hanxiao LiuAndrew BrockKaren SimonyanQuoc V. Le
2020-04-06
A Learning Framework for n-bit Quantized Neural Networks toward FPGAs
Jun ChenLiang LiuYong LiuXianfang Zeng
2020-04-06
GANSpace: Discovering Interpretable GAN Controls
| Erik HärkönenAaron HertzmannJaakko LehtinenSylvain Paris
2020-04-06
FALCON: Honest-Majority Maliciously Secure Framework for Private Deep Learning
Sameer WaghShruti TopleFabrice BenhamoudaEyal KushilevitzPrateek MittalTal Rabin
2020-04-05
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation
S. M. Kamrul HasanCristian A. Linte
2020-04-05
Feature Quantization Improves GAN Training
| Yang ZhaoChunyuan LiPing YuJianfeng GaoChangyou Chen
2020-04-05
Arbitrary Scale Super-Resolution for Brain MRI Images
Chuan TanJin ZhuPietro Lio'
2020-04-05
Model-based actor-critic: GAN + DRL (actor-critic) => AGI
Aras Dargazany
2020-04-04
ObjectNet Dataset: Reanalysis and Correction
| Ali Borji
2020-04-04
Neural Architecture Search for Lightweight Non-Local Networks
| Yingwei LiXiaojie JinJieru MeiXiaochen LianLinjie YangCihang XieQihang YuYuyin ZhouSong BaiAlan Yuille
2020-04-04
Pixel Consensus Voting for Panoptic Segmentation
Haochen WangRuotian LuoMichael MaireGreg Shakhnarovich
2020-04-04
Gradient Centralization: A New Optimization Technique for Deep Neural Networks
| Hongwei YongJianqiang HuangXiansheng HuaLei Zhang
2020-04-03
Context Prior for Scene Segmentation
| Changqian YuJingbo WangChangxin GaoGang YuChunhua ShenNong Sang
2020-04-03
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval
| Tobias WeyandAndre AraujoBingyi CaoJack Sim
2020-04-03
Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention
Juan-Manuel Perez-RuaBrais MartinezXiatian ZhuAntoine ToisoulVictor EscorciaTao Xiang
2020-04-02
Effect of Annotation Errors on Drone Detection with YOLOv3
| Aybora KoksalKutalmis Gokalp InceA. Aydin Alatan
2020-04-02
NBDT: Neural-Backed Decision Trees
| Alvin WanLisa DunlapDaniel HoJihan YinScott LeeHenry JinSuzanne PetrykSarah Adel BargalJoseph E. Gonzalez
2020-04-01
Manifold-Aware CycleGAN for High Resolution Structural-to-DTI Synthesis
Benoit Anctil-RobitailleChristian DesrosiersHerve Lombaert
2020-04-01
Learning Cross-domain Semantic-Visual Relation for Transductive Zero-Shot Learning
Jianyang ZhangFengmao LvGuowu YangLei FengYufeng YuLixin Duan
2020-03-31
Attention-based Assisted Excitation for Salient Object Detection
Saeed MasoudniaMelika KheiriehAbdol-Hossein VahabieBabak Nadjar Araabi
2020-03-31
SPARE3D: A Dataset for SPAtial REasoning on Three-View Line Drawings
| Wenyu HanSiyuan XiangChenhui LiuRuoyu WangChen Feng
2020-03-31
Towards Lifelong Self-Supervision For Unpaired Image-to-Image Translation
| Victor SchmidtMakesh Narsimhan SreedharMostafa ElArabyIrina Rish
2020-03-31
Unsupervised Model Personalization while Preserving Privacy and Scalability: An Open Problem
| Matthias De LangeXu JiaSarah ParisotAles LeonardisGregory SlabaughTinne Tuytelaars
2020-03-30
Physical Model Guided Deep Image Deraining
Honghe ZhuCong WangYajie ZhangZhixun SuGuohui Zhao
2020-03-30
Designing Network Design Spaces
| Ilija RadosavovicRaj Prateek KosarajuRoss GirshickKaiming HePiotr Dollár
2020-03-30
TResNet: High Performance GPU-Dedicated Architecture
| Tal RidnikHussam LawenAsaf NoyItamar FriedmanEmanuel Ben BaruchGilad Sharir
2020-03-30
How Not to Give a FLOP: Combining Regularization and Pruning for Efficient Inference
| Tai VuEmily WenRoy Nehoran
2020-03-30
Weakly-supervised land classification for coastal zone based on deep convolutional neural networks by incorporating dual-polarimetric characteristics into training dataset
Sheng SunArmando MarinoWenze ShuiZhongwen Hu
2020-03-30
High-Order Residual Network for Light Field Super-Resolution
| Nan MengXiaofei WuJianzhuang LiuEdmund Y. Lam
2020-03-29
Defect segmentation: Mapping tunnel lining internal defects with ground penetrating radar data using a convolutional neural network
Senlin YangZhengfang WangJing WangAnthony G. CohnJiaqi ZhangPeng JiangPeng JiangQingmei Sui
2020-03-29
Unsupervised Deep Learning for MR Angiography with Flexible Temporal Resolution
Eunju ChaHyungjin ChungEung Yeop KimJong Chul Ye
2020-03-29
Obstacle Avoidance and Navigation Utilizing Reinforcement Learning with Reward Shaping
Daniel ZhangColleen P. Bailey
2020-03-28
Algorithm-Based Fault Tolerance for Convolutional Neural Networks
Kai ZhaoSheng DiSihuan LiXin LiangYujia ZhaiJieyang ChenKaiming OuyangFranck CappelloZizhong Chen
2020-03-27
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
Memory Enhanced Global-Local Aggregation for Video Object Detection
| Yihong ChenYue CaoHan HuLiwei Wang
2020-03-26
Milking CowMask for Semi-Supervised Image Classification
| Geoff FrenchAvital OliverTim Salimans
2020-03-26
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection
| Jianyuan GuoKai HanYunhe WangChao ZhangZhaohui YangHan WuXinghao ChenChang Xu
2020-03-26
Classification of the Chinese Handwritten Numbers with Supervised Projective Dictionary Pair Learning
Rasool AmeriSaideh FerdowsiAli AlameerVahid AbolghasemiKianoush Nazarpour
2020-03-26
Circumventing Outliers of AutoAugment with Knowledge Distillation
Longhui WeiAn XiaoLingxi XieXin ChenXiaopeng ZhangQi Tian
2020-03-25
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network
Hao TungChao ZhengXinsheng MaoDahong Qian
2020-03-25
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet
Shan YouTao HuangMingmin YangFei WangChen QianChangshui Zhang
2020-03-25
A New Multiple Max-pooling Integration Module and Cross Multiscale Deconvolution Network Based on Image Semantic Segmentation
Hongfeng YouShengwei TianLong YuXiang MaYan XingNing Xin
2020-03-25
DCDLearn: Multi-order Deep Cross-distance Learning for Vehicle Re-Identification
Rixing ZhuJianwu FangHongke XuHongkai YuJianru Xue
2020-03-25
Multi-Agent Reinforcement Learning for Problems with Combined Individual and Team Reward
Hassam Ullah SheikhLadislau Bölöni
2020-03-24
EPSNet: Efficient Panoptic Segmentation Network with Cross-layer Attention Fusion
Chia-Yuan ChangShuo-En ChangPei-Yung HsiaoLi-Chen Fu
2020-03-23
Multi-Plateau Ensemble for Endoscopic Artefact Segmentation and Detection
| Suyog JadhavUdbhav BambaArnav ChavanRishabh TiwariAryan Raj
2020-03-23
Meta Pseudo Labels
Hieu PhamQizhe XieZihang DaiQuoc V. Le
2020-03-23
Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning
| Qian LongZihan ZhouAbhibav GuptaFei FangYi WuXiaolong Wang
2020-03-23
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations
Saima SharminNitin RathiPriyadarshini PandaKaushik Roy
2020-03-23
Dynamic ReLU
Yinpeng ChenXiyang DaiMengchen LiuDongdong ChenLu YuanZicheng Liu
2020-03-22
Accelerating Deep Reinforcement Learning With the Aid of a Partial Model: Power-Efficient Predictive Video Streaming
Dong LiuJianyu ZhaoChenyang YangLajos Hanzo
2020-03-21
DP-Net: Dynamic Programming Guided Deep Neural Network Compression
Dingcheng YangWenjian YuAo ZhouHaoyuan MuGary YaoXiaoyi Wang
2020-03-21
Temporally Coherent Embeddings for Self-Supervised Video Representation Learning
| Joshua KnightsBen HarwoodDaniel WardAnthony VanderkopOlivia Mackenzie-RossPeyman Moghadam
2020-03-21
Exemplar Normalization for Learning Deep Representation
Ruimao ZhangZhanglin PengLingyun WuZhen LiPing Luo
2020-03-19
Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations
| Huan ZhangHongge ChenChaowei XiaoBo LiMingyan LiuDuane BoningCho-Jui Hsieh
2020-03-19
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses
Malik BoudiafJérôme RonyImtiaz Masud ZikoEric GrangerMarco PedersoliPablo PiantanidaIsmail Ben Ayed
2020-03-19
GAN Compression: Efficient Architectures for Interactive Conditional GANs
| Muyang LiJi LinYaoyao DingZhijian LiuJun-Yan ZhuSong Han
2020-03-19
Fixing the train-test resolution discrepancy: FixEfficientNet
| Hugo TouvronAndrea VedaldiMatthijs DouzeHervé Jégou
2020-03-18
STH: Spatio-Temporal Hybrid Convolution for Efficient Action Recognition
Xu LiJingwen WangLin MaKaihao ZhangFengzong LianZhanhui KangJinjun Wang
2020-03-18
Capsule GAN Using Capsule Network for Generator Architecture
Kanako MarusakiHiroshi Watanabe
2020-03-18
PowerNorm: Rethinking Batch Normalization in Transformers
| Sheng ShenZhewei YaoAmir GholamiMichael W. MahoneyKurt Keutzer
2020-03-17
Revisiting the Sibling Head in Object Detector
| Guanglu SongYu LiuXiaogang Wang
2020-03-17
Deep Active Learning for Remote Sensing Object Detection
Zhenshen QuJingda DuYong CaoQiuyu GuanPengbo Zhao
2020-03-17
Weak and Strong Gradient Directions: Explaining Memorization, Generalization, and Hardness of Examples at Scale
Piotr ZielinskiShankar KrishnanSatrajit Chatterjee
2020-03-16
Learning Enriched Features for Real Image Restoration and Enhancement
| Syed Waqas ZamirAditya AroraSalman KhanMunawar HayatFahad Shahbaz KhanMing-Hsuan YangLing Shao
2020-03-15
Deep Multi-Agent Reinforcement Learning for Decentralized Continuous Cooperative Control
Christian Schroeder de WittBei PengPierre-Alexandre KamiennyPhilip TorrWendelin BöhmerShimon Whiteson
2020-03-14
Identifying Individual Dogs in Social Media Images
Djordje BaticDubravko Culibrk
2020-03-14
What Information Does a ResNet Compress?
Luke Nicholas DarlowAmos Storkey
2020-03-13
Gimme Signals: Discriminative signal encoding for multimodal activity recognition
| Raphael MemmesheimerNick TheisenDietrich Paulus
2020-03-13
Encoder-Decoder Based Convolutional Neural Network with Multi-Scale-Aware Modules for Crowd Counting
| Pongpisit ThanasutivesKen-ichi FukuiMasayuki NumaoBoonserm Kijsirikul
2020-03-13
BigGAN-based Bayesian reconstruction of natural images from human brain activity
Kai QiaoJian ChenLinyuan WangChi ZhangLi TongBin Yan
2020-03-13
PointINS: Point-based Instance Segmentation
Lu QiXiangyu ZhangYingcong ChenYukang ChenJian SunJiaya Jia
2020-03-13
Edge-Tailored Perception: Fast Inferencing in-the-Edge with Efficient Model Distribution
Ramyad HadidiBahar AsgariJiashen CaoYounmin BaeHyojong KimMichael S. RyooHyesoon Kim
2020-03-13
Extended Batch Normalization
Chunjie LuoJianfeng ZhanLei WangWanling Gao
2020-03-12
Analyzing Visual Representations in Embodied Navigation Tasks
Erik WijmansJulian StraubDhruv BatraIrfan EssaJudy HoffmanAri Morcos
2020-03-12
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation
| Bowen ChengBin XiaoJingdong WangHouhui ShiThomos S. HuangLei Zhang
2020-03-12
Encoder-Decoder Based Convolutional Neural Networks with Multi-Scale-Aware Modules for Crowd Counting
| Pongpisit ThanasutivesKen-ichi FukuiMasayuki NumaoBoonserm Kijsirikul
2020-03-12
A Mean-field Analysis of Deep ResNet and Beyond: Towards Provable Optimization Via Overparameterization From Depth
Yiping LuChao MaYulong LuJianfeng LuLexing Ying
2020-03-11
Online Meta-Critic Learning for Off-Policy Actor-Critic Methods
Wei ZhouYiying LiYongxin YangHuaimin WangTimothy M. Hospedales
2020-03-11
Tidying Deep Saliency Prediction Architectures
| Navyasri ReddySamyak JainPradeep YarlagaddaVineet Gandhi
2020-03-10
Generative Multi-Stream Architecture For American Sign Language Recognition
Dom HuhSai GurrapuFrederick OlsonHuzefa RangwalaParth PathakJana Kosecka
2020-03-09
Improved Baselines with Momentum Contrastive Learning
|