Rectified Linear Units

Rectified Linear Units, or ReLUs, are a type of activation function that are linear in the positive dimension, but zero in the negative dimension. The kink in the function is the source of the non-linearity. Linearity in the positive dimension has the attractive property that it prevents non-saturation of gradients (contrast with sigmoid activations), although for half of the real line its gradient is zero.

$$ f\left(x\right) = \max\left(0, x\right) $$

Latest Papers

PAPER DATE
Automated Iterative Training of Convolutional Neural Networks for Tree Skeleton Segmentation
Keenan GranlandRhys NewburyDavid TingChao Chen
2020-10-16
Quantile regression with ReLU Networks: Estimators and minimax rates
Oscar Hernan Madrid PadillaWesley TanseyYanzhen Chen
2020-10-16
QReLU and m-QReLU: Two novel quantum activation functions to aid medical diagnostics
| L. ParisiD. NeaguR. MaF. Campean
2020-10-15
AI-based BMI Inference from Facial Images: An Application to Weight Monitoring
Hera SiddiquiAjita RattaniDakshina Ranjan KiskuTanner Dean
2020-10-15
Depth-Width Trade-offs for Neural Networks via Topological Entropy
Kaifeng BuYaobo ZhangQingxian Luo
2020-10-15
LiteDepthwiseNet: An Extreme Lightweight Network for Hyperspectral Image Classification
Benlei CuiXueMei DongQiaoqiao ZhanJiangtao PengWeiwei Sun
2020-10-15
Semantic Segmentation for Partially Occluded Apple Trees Based on Deep Learning
Zijue ChenDavid TingRhys NewburyChao Chen
2020-10-14
Fast meningioma segmentation in T1-weighted MRI volumes using a lightweight 3D deep learning architecture
David BougetAndré PedersenSayied Abdol Mohieb HosaineyJohanna VanelOle SolheimIngerid Reinertsen
2020-10-14
Self-Supervised Ranking for Representation Learning
Ali VarameshAli DibaTinne TuytelaarsLuc van Gool
2020-10-14
Do End-to-end Stereo Algorithms Under-utilize Information?
| Changjiang CaiPhilippos Mordohai
2020-10-14
Viewmaker Networks: Learning Views for Unsupervised Representation Learning
Alex TamkinMike WuNoah Goodman
2020-10-14
Memformer: The Memory-Augmented Transformer
Qingyang WuZhenzhong LanJing GuZhou Yu
2020-10-14
DA-Transformer: Distance-aware Transformer
Chuhan WuFangzhao WuYongfeng Huang
2020-10-14
Effects of the Nonlinearity in Activation Functions on the Performance of Deep Learning Models
Nalinda KulathungaNishath Rajiv RanasingheDaniel VrinceanuZackary KinsmanLei HuangYunjiao Wang
2020-10-14
COVID-CT-Mask-Net: Prediction of COVID-19 from CT Scans Using Regional Features
| Aram Ter-Sarkisov
2020-10-14
Land Cover Semantic Segmentation Using ResUNet
Vasilis PollatosLoukas KouvarasEleni Charou
2020-10-13
Conditioning Trick for Training Stable GANs
Mohammad EsmaeilpourRaymel Alfonso SalloOlivier St-GeorgesPatrick CardinalAlessandro Lameiras Koerich
2020-10-12
Reconstruction of Quantitative Susceptibility Maps from Phase of Susceptibility Weighted Imaging with Cross-Connected ψ-Net
Zhiyang LuJun LiHongjian HeJun Shi
2020-10-12
CC-Loss: Channel Correlation Loss For Image Classification
Zeyu SongDongliang ChangZhanyu MaXiaoxu LiZheng-Hua Tan
2020-10-12
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers
Christoph KamannBurkhard GüssefeldRobin HutmacherJan Hendrik MetzenCarsten Rother
2020-10-12
Automatic Quantification of Settlement Damage using Deep Learning of Satellite Images
Lili LuWeisi Guo
2020-10-12
SMYRF: Efficient Attention using Asymmetric Clustering
| Giannis DarasNikita KitaevAugustus OdenaAlexandros G. Dimakis
2020-10-11
An Empirical Study on Detecting COVID-19 in Chest X-ray Images Using Deep Learning Based Methods
Ramtin BabaeipourElham AziziHassan Khotanlou
2020-10-10
Improve the Robustness and Accuracy of Deep Neural Network with $L_{2,\infty}$ Normalization
Lijia YuXiao-Shan Gao
2020-10-10
Meta-Aggregating Networks for Class-Incremental Learning
| Yaoyao LiuBernt SchieleQianru Sun
2020-10-10
Hindsight Experience Replay with Kronecker Product Approximate Curvature
Dhuruva Priyan G MAbhik SinglaShalabh Bhatnagar
2020-10-09
Explaining Clinical Decision Support Systems in Medical Imaging using Cycle-Consistent Activation Maximization
Alexander KatzmannOliver TaubmannStephen AhmadAlexander MühlbergMichael SühlingHorst-Michael Groß
2020-10-09
Attaining Real-Time Super-Resolution for Microscopic Images Using GAN
| Vibhu BhatiaYatender Kumar
2020-10-09
Deep RL With Information Constrained Policies: Generalization in Continuous Control
Tyler MalloyChris R. SimsTim KlingerMiao LiuMatthew RiemerGerald Tesauro
2020-10-09
Baseline System of Voice Conversion Challenge 2020 with Cyclic Variational Autoencoder and Parallel WaveGAN
Patrick Lumban TobingYi-Chiao WuTomoki Toda
2020-10-09
Recurrent convolutional neural network for the surrogate modeling of subsurface flow simulation
Hyung Jun YangTimothy YeoJaewoo An
2020-10-08
Fast Fourier Transformation for Optimizing Convolutional Neural Networks in Object Recognition
Varsha NairMoitrayee ChatterjeeNeda TavakoliAkbar Siami NaminCraig Snoeyink
2020-10-08
Non-Attentive Tacotron: Robust and Controllable Neural TTS Synthesis Including Unsupervised Duration Modeling
Jonathan ShenYe JiaMike ChrzanowskiYu ZhangIsaac EliasHeiga ZenYonghui Wu
2020-10-08
Bone Feature Segmentation in Ultrasound Spine Image with Robustness to Speckle and Regular Occlusion Noise
Zixun HuangLi-Wen WangFrank H. F. LeungSunetra BanerjeeDe YangTimothy LeeJuan LyuSai Ho LingYong-Ping Zheng
2020-10-08
Energy-based Out-of-distribution Detection
| Weitang LiuXiaoYun WangJohn D. OwensYixuan Li
2020-10-08
IRX-1D: A Simple Deep Learning Architecture for Remote Sensing Classifications
Mahesh PalAkshayB. Charan Teja
2020-10-08
Improve Adversarial Robustness via Weight Penalization on Classification Layer
Cong XuDan LiMin Yang
2020-10-08
MH-COVIDNet: Diagnosis of COVID-19 using Deep Neural Networks and Meta-heuristic-based Feature Selection on X-ray Images
| Murat CANAYAZ
2020-10-06
Parallax Motion Effect Generation Through Instance Segmentation And Depth Estimation
Allan PintoManuel A. CórdovaLuis G. L. DeckerJose L. Flores-CampanaMarcos R. SouzaAndreza A. dos SantosJhonatas S. ConceiçãoHenrique F. GagliardiDiogo C. LuvizonRicardo da S. TorresHelio Pedrini
2020-10-06
LOGAN: Local Group Bias Detection by Clustering
Jieyu ZhaoKai-Wei Chang
2020-10-06
Fixing Asymptotic Uncertainty of Bayesian Neural Networks with Infinite ReLU Features
Agustinus KristiadiMatthias HeinPhilipp Hennig
2020-10-06
Image Translation for Medical Image Generation -- Ischemic Stroke Lesions
Moritz PlatscherJonathan ZopesChristian Federau
2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation
Naoya TakahashiYuki Mitsufuji
2020-10-05
DCT-SNN: Using DCT to Distribute Spatial Information over Time for Learning Low-Latency Spiking Neural Networks
| Isha GargSayeed Shafayet ChowdhuryKaushik Roy
2020-10-05
Joint Pruning & Quantization for Extremely Sparse Neural Networks
Po-Hsiang YuSih-Sian WuJan P. KloppLiang-Gee ChenShao-Yi Chien
2020-10-05
LEGAN: Disentangled Manipulation of Directional Lighting and Facial Expressions by Leveraging Human Perceptual Judgements
Sandipan BanerjeeAjjen JoshiPrashant MahajanSneha BhattacharyaSurvi KyalTaniya Mishra
2020-10-04
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation
| Jeya Maria Jose ValanarasuVishwanath A. SindagiIlker HacihalilogluVishal M. Patel
2020-10-04
Provable Acceleration of Neural Net Training via Polyak's Momentum
Jun-Kun WangJacob Abernethy
2020-10-04
Nonconvex Regularization for Network Slimming:Compressing CNNs Even More
| Kevin BuiFredrick ParkShuai ZhangYingyong QiJack Xin
2020-10-03
End-to-End Training of CNN Ensembles for Person Re-Identification
Ayse SerbetciYusuf Sinan Akgul
2020-10-03
UCP: Uniform Channel Pruning for Deep Convolutional Neural Networks Compression and Acceleration
Jingfei ChangYang LuPing XueXing WeiZhen Wei
2020-10-03
Adaptive Neural Layer for Globally Filtered Segmentation
Viktor ShipitsinIaroslav BespalovDmitry V. Dylov
2020-10-02
Data-Driven Assessment of Deep Neural Networks with Random Input Uncertainty
Brendon G. AndersonSomayeh Sojoudi
2020-10-02
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors
Zhe JiangMarcus Stephen KirbyWenchong HeArpan Man Sainju
2020-10-02
Dynamic Graph: Learning Instance-aware Connectivity for Neural Networks
Kun YuanQuanquan LiDapeng ChenAojun ZhouJunjie Yan
2020-10-02
Pix2Prof: fast extraction of sequential information from galaxy imagery via deep learning
| Michael J. SmithNikhil AroraConnor StoneStéphane CourteauJames E. Geach
2020-10-01
Automatic Deep Learning System for COVID-19 Infection Quantification in chest CT
Omar Ibrahim Alirr
2020-10-01
Tabular GANs for uneven distribution
| Insaf Ashrapov
2020-10-01
Understanding Self-supervised Learning with Dual Deep Networks
Yuandong TianLantao YuXinlei ChenSurya Ganguli
2020-10-01
DEEPMIR: A DEEP convolutional neural network for differential detection of cerebral Microbleeds and IRon deposits in MRI
Tanweer RashidAhmed AbdulkadirIlya M. NasrallahJeffrey B. WarePascal SpincemailleJ. Rafael RomeroR. Nick BryanSusan R. HeckbertMohamad Habes
2020-09-30
Dissected 3D CNNs: Temporal Skip Connections for Efficient Online Video Processing
| Okan KöpüklüStefan HörmannFabian HerzogHakan CevikalpGerhard Rigoll
2020-09-30
Deep Equals Shallow for ReLU Networks in Kernel Regimes
Alberto BiettiFrancis Bach
2020-09-30
A law of robustness for two-layers neural networks
Sébastien BubeckYuanzhi LiDheeraj Nagaraj
2020-09-30
Attention-Driven Body Pose Encoding for Human Activity Recognition
B DebnathM O'brienS. KumarA Behera
2020-09-29
A Multi-term and Multi-task Analyzing Framework for Affective Analysis in-the-wild
Sachihiro YouokuYuushi ToyodaTakahisa YamamotoJunya SaitoRyosuke KawamuraXiaoyu MiKentaro Murase
2020-09-29
Numerical investigation of minimum drag profiles in laminar flow using deep learning surrogates
Li-Wei ChenBerkay Alp CakalXiangyu HuNils Thuerey
2020-09-29
Self-grouping Convolutional Neural Networks
| Qingbei GuoXiao-Jun WuJosef KittlerZhiquan Feng
2020-09-29
TinyGAN: Distilling BigGAN for Conditional Image Generation
| Ting-Yun ChangChi-Jen Lu
2020-09-29
Fully Automatic Intervertebral Disc Segmentation Using Multimodal 3D U-Net
Chuanbo WangYe GuoWei ChenZeyun Yu
2020-09-28
Detecting soccer balls with reduced neural networks: a comparison of multiple architectures under constrained hardware scenarios
Douglas De Rizzo MeneghettiThiago Pedro Donadon HomemJonas Henrique Renolfi de OliveiraIsaac Jesus da SilvaDanilo Hernani PericoReinaldo Augusto da Costa Bianchi
2020-09-28
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients
Yifei HuangYaodong YuHongyang ZhangYi MaYuan Yao
2020-09-28
Group Whitening: Balancing Learning Efficiency and Representational Capacity
Lei HuangLi LiuFan ZhuLing Shao
2020-09-28
Quantal synaptic dilution enhances sparse encoding and dropout regularisation in deep networks
Gardave S Bhumbra
2020-09-28
EIS -- a family of activation functions combining Exponential, ISRU, and Softplus
Koushik BiswasSandeep KumarShilpak BanerjeeAshish Kumar Pandey
2020-09-28
Learning Deep ReLU Networks Is Fixed-Parameter Tractable
Sitan ChenAdam R. KlivansRaghu Meka
2020-09-28
G-SimCLR: Self-Supervised Contrastive Learning with Guided Projection via Pseudo Labelling
| Souradip ChakrabortyAritra Roy GosthipatySayak Paul
2020-09-28
Classification and understanding of cloud structures via satellite images with EfficientUNet
Tashin AhmedNoor Hossain Nuri Sabab
2020-09-27
DPN: Detail-Preserving Network with High Resolution Representation for Efficient Segmentation of Retinal Vessels
Song Guo
2020-09-25
G-SimCLR : Self-Supervised Contrastive Learning with Guided Projection via Pseudo Labelling
| Souradip ChakrabortyAritra Roy GosthipatySayak Paul
2020-09-25
An original framework for Wheat Head Detection using Deep, Semi-supervised and Ensemble Learning within Global Wheat Head Detection (GWHD) Dataset
Fares FouratiWided SouideneRabah Attia
2020-09-24
Style-invariant Cardiac Image Segmentation with Test-time Augmentation
Xiaoqiong HuangZejian ChenXin YangZhendong LiuYuxin ZouMingyuan LuoWufeng XueDong Ni
2020-09-24
ECOVNet: An Ensemble of Deep Convolutional Neural Networks Based on EfficientNet to Detect COVID-19 From Chest X-rays
Nihad Karim ChowdhuryMd. Muhtadir RahmanNoortaz RezoanaMuhammad Ashad Kabir
2020-09-24
Automatic identification of fossils and abiotic grains during carbonate microfacies analysis using deep convolutional neural networks
Xiaokang LiuHaijun Song
2020-09-24
Adversarial Brain Multiplex Prediction From a Single Network for High-Order Connectional Gender-Specific Brain Mapping
Ahmed NebliIslem Rekik
2020-09-24
Residual Feature Distillation Network for Lightweight Image Super-Resolution
| Jie LiuJie TangGangshan Wu
2020-09-24
Cloud Cover Nowcasting with Deep Learning
Léa BerthomierBruno PradelLior Perez
2020-09-24
How Neural Networks Extrapolate: From Feedforward to Graph Neural Networks
Keyulu XuJingling LiMozhi ZhangSimon S. DuKen-ichi KawarabayashiStefanie Jegelka
2020-09-24
Schizophrenia-mimicking layers outperform conventional neural network layers
Ryuta MizutaniSenta NoguchiRino SaigaMitsuhiro MiyashitaMakoto AraiMasanari Itokawa
2020-09-23
End-to-End Prediction of Parcel Delivery Time with Deep Learning for Smart-City Applications
Arthur Cruz de AraujoAli Etemad
2020-09-23
Pruning Convolutional Filters using Batch Bridgeout
Najeeb KhanIan Stavness
2020-09-23
Automatic Breast Lesion Classification by Joint Neural Analysis of Mammography and Ultrasound
Gavriel HabibNahum KiryatiMiri Sklair-LevyAnat ShalmonOsnat Halshtok NeimanRenata Faermann WeidenfeldYael YagilEli KonenArnaldo Mayer
2020-09-23
GSR-Net: Graph Super-Resolution Network for Predicting High-Resolution from Low-Resolution Functional Brain Connectomes
Megi IsallariIslem Rekik
2020-09-23
Design of Efficient Deep Learning models for Determining Road Surface Condition from Roadside Camera Images and Weather Data
Juan CarrilloMark CrowleyGuangyuan PanLiping Fu
2020-09-22
Anomalous diffusion dynamics of learning in deep neural networks
Guozhang ChenCheng Kevin QuPulin Gong
2020-09-22
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation
Ran GuGuotai WangTao SongRui HuangMichael AertsenJan DeprestSébastien OurselinTom VercauterenShaoting Zhang
2020-09-22
Towards Fast, Accurate and Stable 3D Dense Face Alignment
| Jianzhu GuoXiangyu ZhuYang YangFan YangZhen LeiStan Z. Li
2020-09-21
CCBlock: An Effective Use of Deep Learning for Automatic Diagnosis of COVID-19 Using X-Ray Images
Ali Al-BawiKarrar Ali Al-KaabiMohammed JeryoAhmad Al-Fatlawi
2020-09-21
Semi-supervised Semantic Segmentation of Organs at Risk on 3D Pelvic CT Images
Zhuangzhuang ZhangTianyu ZhaoHiram GayBaozhou SunWeixiong Zhang
2020-09-21
Impact of lung segmentation on the diagnosis and explanation of COVID-19 in chest X-ray images
Lucas O. TeixeiraRodolfo M. PereiraDiego BertoliniLuiz S. OliveiraLoris NanniYandre M. G. Costa
2020-09-21
Deep learning achieves radiologist-level performance of tumor segmentation in breast MRI
Lukas HirschMSYu HuangPhDShaojun LuoPhDCarolina Rossi SaccarelliMDRoberto Lo GulloMDIsaac Daimiel NaranjoMDAlmir G. V. BitencourtPhDNatsuko OnishiMDPhDEun Sook KoPhDDortis LeithnerMDDaly AvendanoMDSarah Eskreis-WinklerMDPhDMary HughesMDDanny F. MartinezMSKatja PinkerMDPhDKrishna JuluruMDAmin E. El-RowmeimMSMAPierre ElnajjarMSHedvig HricakMDElizabeth A. MorrisMDHernan A. MaksePhDLucas C ParraPhDElizabeth J. SuttonMD
2020-09-21
Kernel-Based Smoothness Analysis of Residual Networks
Tom TirerJoan BrunaRaja Giryes
2020-09-21
Gated Res2Net for Multivariate Time Series Analysis
Chao YangMingxing JiangZhongwen GuoYuan Liu
2020-09-19
Adversarial Exposure Attack on Diabetic Retinopathy Imagery
Yupeng ChengFelix Juefei-XuQing GuoHuazhu FuXiaofei XieShang-Wei LinWeisi LinYang Liu
2020-09-19
Residual Spatial Attention Network for Retinal Vessel Segmentation
| Changlu GuoMárton SzemenyeiYugen YiWei ZhouHaodong Bian
2020-09-18
Densely Guided Knowledge Distillation using Multiple Teacher Assistants
Wonchul SonJaemin NaWonjun Hwang
2020-09-18
AAG: Self-Supervised Representation Learning by Auxiliary Augmentation with GNT-Xent Loss
Yanlun TuJianxing FengYang Yang
2020-09-17
Distributional Generalization: A New Kind of Generalization
Preetum NakkiranYamini Bansal
2020-09-17
Label Smoothing and Adversarial Robustness
Chaohao FuHongbin ChenNa RuanWeijia Jia
2020-09-17
Knowledge-Assisted Deep Reinforcement Learning in 5G Scheduler Design: From Theoretical Framework to Implementation
Zhouyou GuChangyang SheWibowo HardjawanaSimon LumbDavid McKechnieTodd EsseryBranka Vucetic
2020-09-17
EfficientNet-eLite: Extremely Lightweight and Efficient CNN Models for Edge Devices by Network Candidate Search
| Ching-Chen WangChing-Te ChiuJheng-Yi Chang
2020-09-16
Brain tumour segmentation using cascaded 3D densely-connected U-net
Mina GhaffariArcot SowmyaRuth Oliver
2020-09-16
U-Net with Graph Based Smoothing Regularizer for Small Vessel Segmentation on Fundus Image
Lukman HakimNovanto YudistiraMuthusubash KavithaTakio Kurita
2020-09-16
Activation Functions: Do They Represent A Trade-Off Between Modular Nature of Neural Networks And Task Performance
Himanshu Pradeep AswaniAmit Sethi
2020-09-16
Learning Functors using Gradient Descent
Bruno Gavranović
2020-09-15
ResNet-like Architecture with Low Hardware Requirements
Elena LimonovaDaniil AlfonsoDmitry NikolaevVladimir V. Arlazarov
2020-09-15
Old Photo Restoration via Deep Latent Space Translation
| Ziyu WanBo ZhangDongdong ChenPan ZhangDong ChenJing LiaoFang Wen
2020-09-14
Data Augmentation and Clustering for Vehicle Make/Model Classification
Mohamed NafziMichael BrauckmannTobias Glasmachers
2020-09-14
Controllable neural text-to-speech synthesis using intuitive prosodic features
Tuomo RaitioRamya RasipuramDan Castellani
2020-09-14
Adaptive Convolution Kernel for Artificial Neural Networks
| F. Boray Tekİlker ÇamDeniz Karlı
2020-09-14
EfficientSeg: An Efficient Semantic Segmentation Network
| Vahit Bugra YesilkaynakYusuf H. SahinGozde Unal
2020-09-14
GIA-Net: Global Information Aware Network for Low-light Imaging
Zibo MengRunsheng XuChiu Man Ho
2020-09-14
Complexity Measures for Neural Networks with General Activation Functions Using Path-based Norms
Zhong LiChao MaLei Wu
2020-09-14
Multi-channel MRI Embedding: An EffectiveStrategy for Enhancement of Human Brain WholeTumor Segmentation
Apurva PandyaCatherine SamuelNisargkumar PatelVaibhavkumar PatelThangarajah Akilan
2020-09-13
Pairwise-GAN: Pose-based View Synthesis through Pair-Wise Training
Xuyang ShenJo PlestedYue YaoTom Gedeon
2020-09-13
Deep learning denoising for EOG artifacts removal from EEG signals
Najmeh MashhadiAbolfazl Zargari KhuzaniMorteza HeidariDonya Khaledyan
2020-09-12
YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design
Yuxuan CaiHongjia LiGeng YuanWei NiuYanyu LiXulong TangBin RenYanzhi Wang
2020-09-12
Corrective feedback, emphatic speech synthesis, visual-speech exaggeration, pronunciation learning
Yaohua BuWeijun LiTianyi MaShengqi ChenJia JiaKun LiXiaobo Lu
2020-09-12
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray Segmentation
Lipei ZhangAozhi LiuJing XiaoPaul Taylor
2020-09-11
Inverse mapping of face GANs
Nicky BayatVahid Reza KhazaieYalda Mohsenzadeh
2020-09-11
SoFAr: Shortcut-based Fractal Architectures for Binary Convolutional Neural Networks
Zhu BaozhouPeter HofsteeJinho LeeZaid Al-Ars
2020-09-11
Enabling Image Recognition on Constrained Devices Using Neural Network Pruning and a CycleGAN
August LidfeltDaniel IsakssonLudwig HedlundSimon ÅbergMarkus BorgErik Larsson
2020-09-11
Optimizing Convolutional Neural Network Architecture via Information Field
Yuke WangBoyuan FengXueqiao PengYufei Ding
2020-09-11
Abstract Neural Networks
Matthew SotoudehAditya V. Thakur
2020-09-11
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans
Paschalis BizopoulosNicholas VretosPetros Daras
2020-09-10
Activate or Not: Learning Customized Activation
Ningning MaXiangyu ZhangJian Sun
2020-09-10
Finite Group Equivariant Neural Networks for Games
Oisín CarrollJoeran Beel
2020-09-10
Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images
Julian Alberto PalladinoDiego Fernandez SlezakEnzo Ferrante
2020-09-10
Semantic Segmentation of Histopathological Slides for the Classification of Cutaneous Lymphoma and Eczema
Jérémy ScheurerClaudio FerrariLuis Berenguer Todo BomMichaela BeerWerner KempfLuis Haug
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
Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks
Tabea KossenPooja SubramaniamVince I. MadaiAnja HennemuthKristian HildebrandAdam HilbertJan SobeskyMichelle LivneIvana GalinovicAhmed A. KhalilJochen B. FiebachDietmar Frey
2020-09-09
MU-GAN: Facial Attribute Editing based on Multi-attention Mechanism
| Ke ZhangYukun SuXiwang GuoLiang QiZhenbing Zhao
2020-09-09
Pay Attention when Required
Swetha MandavaSzymon MigaczAlex Fit Florea
2020-09-09
A Deep Neural Network Tool for Automatic Segmentation of Human Body Parts in Natural Scenes
Patrick McClureGabrielle ReimannMichal RamotFrancisco Pereira
2020-09-08
TanhSoft -- a family of activation functions combining Tanh and Softplus
Koushik BiswasSandeep KumarShilpak BanerjeeAshish Kumar Pandey
2020-09-08
Are Deep Neural Architectures Losing Information? Invertibility Is Indispensable
| Yang LiuZhenyue QinSaeed AnwarSabrina CaldwellTom Gedeon
2020-09-07
Active deep learning method for the discovery of objects of interest in large spectroscopic surveys
Petr ŠkodaOndřej PodsztavekPavel Tvrdík
2020-09-07
Deepfake detection: humans vs. machines
Pavel KorshunovSébastien Marcel
2020-09-07
Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-Resolution
Rao Muhammad UmerChristian Micheloni
2020-09-07
TRANSPR: Transparency Ray-Accumulating Neural 3D Scene Point Renderer
| Artem SevastopolskyMaria KolosVictor Lempitsky
2020-09-06
The 2ST-UNet for Pneumothorax Segmentation in Chest X-Rays using ResNet34 as a Backbone for U-Net
Ayat AbedallaMalak AbdullahMahmoud Al-AyyoubElhadj Benkhelifa
2020-09-06
CalciumGAN: A Generative Adversarial Network Model for Synthesising Realistic Calcium Imaging Data of Neuronal Populations
Bryan M. LiTheoklitos AmvrosiadisNathalie RochefortArno Onken
2020-09-06
Max-Fusion U-Net for Multi-Modal Pathology Segmentation with Attention and Dynamic Resampling
Haochuan JiangChengjia WangAgisilaos ChartsiasSotirios A. Tsaftaris
2020-09-05
Looking for change? Roll the Dice and demand Attention
| Foivos I. DiakogiannisFrançois WaldnerPeter Caccetta
2020-09-04
VddNet: Vine Disease Detection Network Based on Multispectral Images and Depth Map
Mohamed KerkechAdel HafianeRaphael Canals
2020-09-03
Bayesian Perceptron: Towards fully Bayesian Neural Networks
Marco F. Huber
2020-09-03
HiFiSinger: Towards High-Fidelity Neural Singing Voice Synthesis
Jiawei ChenXu TanJian LuanTao QinTie-Yan Liu
2020-09-03
Sample-Efficient Automated Deep Reinforcement Learning
Jörg K. H. FrankeGregor KöhlerAndré BiedenkappFrank Hutter
2020-09-03
The Little W-Net That Could: State-of-the-Art Retinal Vessel Segmentation with Minimalistic Models
| Adrian GaldranAndré AnjosJosé DolzHadi ChakorHervé LombaertIsmail Ben Ayed
2020-09-03
Multi-Attention-Network for Semantic Segmentation of High-Resolution Remote Sensing Images
Rui LiShunyi ZhengChenxi DuanJianlin Su
2020-09-03
WaveGrad: Estimating Gradients for Waveform Generation
| Nanxin ChenYu ZhangHeiga ZenRon J. WeissMohammad NorouziWilliam Chan
2020-09-02
Evaluation of Deep Convolutional Generative Adversarial Networks for data augmentation of chest X-ray images
| Sagar Kora Venu
2020-09-02
Transform Quantization for CNN Compression
Sean I. YoungWang ZheDavid TaubmanBernd Girod
2020-09-02
Deep Generative Model for Image Inpainting with Local Binary Pattern Learning and Spatial Attention
| Haiwei WuJiantao ZhouYuanman Li
2020-09-02
Deep Learning to Detect Bacterial Colonies for the Production of Vaccines
Thomas BeznikPaul SmythGaël de LannoyJohn A. Lee
2020-09-02
Neural Crossbreed: Neural Based Image Metamorphosis
Sanghun ParkKwanggyoon SeoJunyong Noh
2020-09-02
Speaker Representation Learning using Global Context Guided Channel and Time-Frequency Transformations
Wei XiaJohn H. L. Hansen
2020-09-02
RangeRCNN: Towards Fast and Accurate 3D Object Detection with Range Image Representation
Zhidong LiangMing ZhangZehan ZhangXian ZhaoShiliang Pu
2020-09-01
Extreme Memorization via Scale of Initialization
Harsh MehtaAshok CutkoskyBehnam Neyshabur
2020-08-31
Langevin Cooling for Domain Translation
Vignesh SrinivasanKlaus-Robert MüllerWojciech SamekShinichi Nakajima
2020-08-31
Deep Probabilistic Feature-metric Tracking
Binbin XuAndrew J. DavisonStefan Leutenegger
2020-08-31
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach
William FalconKyunghyun Cho
2020-08-31
A Compact Deep Architecture for Real-time Saliency Prediction
Samad ZabihiHamed Rezazadegan TavakoliAli Borji
2020-08-30
Deep Hypergraph U-Net for Brain Graph Embedding and Classification
| Mert LostarIslem Rekik
2020-08-30
Dual Attention GANs for Semantic Image Synthesis
| Hao TangSong BaiNicu Sebe
2020-08-29
AKHCRNet: Bengali Handwritten Character Recognition Using Deep Learning
Akash Roy
2020-08-29
Predicting Training Time Without Training
Luca ZancatoAlessandro AchilleAvinash RavichandranRahul BhotikaStefano Soatto
2020-08-28
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural Networks
Steff FarleyJo E. A. HodgkinsonOliver M. GordonJoanna TurnerAndrea SoltoggioPhilip J. MoriartyEugenie Hunsicker
2020-08-27
W-Net: Dense Semantic Segmentation of Subcutaneous Tissue in Ultrasound Images by Expanding U-Net to Incorporate Ultrasound RF Waveform Data
Gautam Rajendrakumar GareJiayuan LiRohan JoshiMrunal Prashant VazeRishikesh MagarMichael YousefpourRicardo Luis RodriguezJohn Micheal Galeotti
2020-08-27
A free web service for fast COVID-19 classification of chest X-Ray images
Jose David Bermudez CastroRicardo ReiJose E. RuizPedro Achanccaray DiazSmith Arauco CanchumuniCristian Muñoz VillalobosFelipe Borges CoelhoLeonardo Forero MendozaMarco Aurelio C. Pacheco
2020-08-27
NAS-DIP: Learning Deep Image Prior with Neural Architecture Search
Yun-Chun ChenChen GaoEsther RobbJia-Bin Huang
2020-08-26
Vehicle Trajectory Prediction in Crowded Highway Scenarios Using Bird Eye View Representations and CNNs
R. IzquierdoA. QuintanarI. ParraD. Fernandez-LlorcaM. A. Sotelo
2020-08-26
Domain-Adversarial Learning for Multi-Centre, Multi-Vendor, and Multi-Disease Cardiac MR Image Segmentation
Cian M. ScannellAmedeo ChiribiriMitko Veta
2020-08-26
FastSal: a Computationally Efficient Network for Visual Saliency Prediction
| Feiyan HuKevin McGuinness
2020-08-25
On estimating gaze by self-attention augmented convolutions
Gabriel LefundesLuciano Oliveira
2020-08-25
PAGE: A Simple and Optimal Probabilistic Gradient Estimator for Nonconvex Optimization
Zhize LiHongyan BaoXiangliang ZhangPeter Richtárik
2020-08-25
TORNADO-Net: mulTiview tOtal vaRiatioN semAntic segmentation with Diamond inceptiOn module
Martin GerdzhevRyan RazaniEhsan TaghaviBingbing Liu
2020-08-24
m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks
| Salman MaqboolAqsa RiazHasan SajidOsman Hasan
2020-08-23
An Improved Person Re-identification Method by light-weight convolutional neural network
| Sajad Amouei SheshkalKazim Fouladi-GhalehHossein Aghababa
2020-08-21
Monocular Expressive Body Regression through Body-Driven Attention
| Vasileios ChoutasGeorgios PavlakosTimo BolkartDimitrios TzionasMichael J. Black
2020-08-20
On transversality of bent hyperplane arrangements and the topological expressiveness of ReLU neural networks
J. Elisenda GrigsbyKathryn Lindsey
2020-08-20
AWNet: Attentive Wavelet Network for Image ISP
Linhui DaiXiaohong LiuChengqi LiJun Chen
2020-08-20
ReLU activated Multi-Layer Neural Networks trained with Mixed Integer Linear Programs
Steffen Goebbels
2020-08-19
"Name that manufacturer". Relating image acquisition bias with task complexity when training deep learning models: experiments on head CT
Giorgio Pietro BiondettiRomane GauriauChristopher P. BridgeCharles LuKatherine P. Andriole
2020-08-19
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
Direct Adversarial Training for GANs
Ziqiang LiPengfei XiaMingdao YueBin Li
2020-08-19
Multilanguage Number Plate Detection using Convolutional Neural Networks
Jatin GuptaVandana SainiKamaldeep Garg
2020-08-18
CinC-GAN for Effective F0 prediction for Whisper-to-Normal Speech Conversion
Maitreya PatelMirali PurohitJui ShahHemant A. Patil
2020-08-18
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data
Meng YeQiaoying HuangDong YangPengxiang WuJingru YiLeon AxelDimitris Metaxas
2020-08-18
Improving Emergency Response during Hurricane Season using Computer Vision
Marc BoschChristian ConroyBenjamin OrtizPhilip Bogden
2020-08-17
How to Train Your Robust Human Pose Estimator: Pay Attention to the Constraint Cue
Junjie HuangZheng ZhuGuan HuangDalong Du
2020-08-17
DeepGIN: Deep Generative Inpainting Network for Extreme Image Inpainting
| Chu-Tak LiWan-Chi SiuZhi-Song LiuLi-Wen WangDaniel Pak-Kong Lun
2020-08-17
Learning Two-Layer Residual Networks with Nonparametric Function Estimation by Convex Programming
Zhunxuan WangLinyun HeChunchuan LyuShay B. Cohen
2020-08-17
Deep Learning Based Source Separation Applied To Choir Ensembles
Darius PetermannPritish ChandnaHelena CuestaJordi BonadaEmilia Gomez
2020-08-17
Spontaneous preterm birth prediction using convolutional neural networks
Tomasz WłodarczykSzymon PłotkaPrzemysław RokitaNicole Sochacki-WójcickaJakub WójcickiMichał LipaTomasz Trzciński
2020-08-16
Mining Inter-Video Proposal Relations for Video Object Detection
| Mingfei HanYali WangXiaojun ChangYu Qiao
2020-08-01
Quasi-Periodic Parallel WaveGAN: A Non-autoregressive Raw Waveform Generative Model with Pitch-dependent Dilated Convolution Neural Network
| Yi-Chiao WuTomoki HayashiTakuma OkamotoHisashi KawaiTomoki Toda
2020-07-25
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
Astronomical Classification of Light Curves with an Ensemble of Gated Recurrent Units
| Siddharth ChainiSoumya Sanjay Kumar
2020-06-22
Deceiving computers in Reverse Turing Test through Deep Learning
| Jimut Bahan Pal
2020-06-01
Automatic Tracking of the Muscle Tendon Junction in Healthy and Impaired Subjects using Deep Learning
| Christoph LeitnerRobert JarolimAndreas KonradAnnika KruseMarkus TilpJörg SchröttnerChristian Baumgartner
2020-05-05
EfficientPose: Scalable single-person pose estimation
| Daniel GroosHeri RamampiaroEspen Ihlen
2020-04-25
MatchboxNet: 1D Time-Channel Separable Convolutional Neural Network Architecture for Speech Commands Recognition
Somshubra MajumdarBoris Ginsburg
2020-04-18
Adaptive Discretization for Continuous Control using Particle Filtering Policy Network
| Pei XuIoannis Karamouzas
2020-03-16
Determination of the Semion Code Threshold using Neural Decoders
Santiago VaronaMiguel Angel Martin-Delgado
2020-02-20
A Deep Conditioning Treatment of Neural Networks
Naman AgarwalPranjal AwasthiSatyen Kale
2020-02-04
Joint Visual-Temporal Embedding for Unsupervised Learning of Actions in Untrimmed Sequences
Rosaura G. VidalMataWalter J. ScheirerAnna KuklevaDavid CoxHilde Kuehne
2020-01-29
Attention! A Lightweight 2D Hand Pose Estimation Approach
| Nicholas SantavasIoannis KansizoglouLoukas BampisEvangelos KarakasisAntonios Gasteratos
2020-01-22
Sparse Weight Activation Training
Md Aamir RaihanTor M. Aamodt
2020-01-07
SLM Lab: A Comprehensive Benchmark and Modular Software Framework for Reproducible Deep Reinforcement Learning
| Keng Wah LoonLaura GraesserMilan Cvitkovic
2019-12-28
Investigating U-Nets with various Intermediate Blocks for Spectrogram-based Singing Voice Separation
| Woosung ChoiMinseok KimJaehwa ChungDaewon LeeSoonyoung Jung
2019-12-02
Shadow Removal via Shadow Image Decomposition
Hieu LeDimitris Samaras
2019-08-23
Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation
| Shuo ZhangLei Xie
2019-07-04
Online Normalization for Training Neural Networks
| Vitaliy ChileyIlya SharapovAtli KossonUrs KosterRyan ReeceSofia Samaniego de la FuenteVishal SubbiahMichael James
2019-05-15
Automated Deep Photo Style Transfer
| Sebastian PenhouëtPaul Sanzenbacher
2019-01-12
Guidelines and Benchmarks for Deployment of Deep Learning Models on Smartphones as Real-Time Apps
| Abhishek SehgalNasser Kehtarnavaz
2019-01-08
Biologically-plausible learning algorithms can scale to large datasets
| Will XiaoHonglin ChenQianli LiaoTomaso Poggio
2018-11-08
False Positive Reduction by Actively Mining Negative Samples for Pulmonary Nodule Detection in Chest Radiographs
Sejin ParkWoochan HwangKyu Hwan JungJoon Beom SeoNamkug Kim
2018-07-26

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