Methods > General > Activation Functions

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.

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

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DeepReDuce: ReLU Reduction for Fast Private Inference
Nandan Kumar JhaZahra GhodsiSiddharth GargBrandon Reagen
2021-03-02
Sample Complexity and Overparameterization Bounds for Projection-Free Neural TD Learning
Semih CayciSiddhartha SatpathiNiao HeR. Srikant
2021-03-02
Using CNNs to Identify the Origin of Finger Vein Image
Babak MaserAndreas Uhl
2021-03-02
Self-supervised Pretraining of Visual Features in the Wild
| Priya GoyalMathilde CaronBenjamin LefaudeuxMin XuPengchao WangVivek PaiMannat SinghVitaliy LiptchinskyIshan MisraArmand JoulinPiotr Bojanowski
2021-03-02
FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud Segmentation
Aoran XiaoXiaofei YangShijian LuDayan GuanJiaxing Huang
2021-03-01
Error Estimates for the Variational Training of Neural Networks with Boundary Penalty
Johannes MüllerMarius Zeinhofer
2021-03-01
Convolutional Normalization: Improving Deep Convolutional Network Robustness and Training
Sheng LiuXiao LiYuexiang ZhaiChong YouZhihui ZhuCarlos Fernandez-GrandaQing Qu
2021-03-01
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification
Mohammad AkyashHoda MohammadzadeHamid Behroozi
2021-03-01
Robust 3D U-Net Segmentation of Macular Holes
Jonathan FrawleyChris G. WillcocksMaged HabibCaspar GeenenDavid H. SteelBoguslaw Obara
2021-03-01
Brain Programming is Immune to Adversarial Attacks: Towards Accurate and Robust Image Classification using Symbolic Learning
Gerardo Ibarra-VazquezGustavo OlagueMariana Chan-LeyCesar PuenteCarlos Soubervielle-Montalvo
2021-03-01
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth
Zuowei ShenHaizhao YangShijun Zhang
2021-02-28
Deep Neural Networks with ReLU-Sine-Exponential Activations Break Curse of Dimensionality on Hölder Class
Yuling JiaoYanming LaiXiliang LuZhijian Yang
2021-02-28
Ultra-Data-Efficient GAN Training: Drawing A Lottery Ticket First, Then Training It Toughly
| Tianlong ChenYu ChengZhe GanJingjing LiuZhangyang Wang
2021-02-28
A Novel Adaptive Deep Network for Building Footprint Segmentation
A. ZiaeeR. DehbozorgiM. Döller
2021-02-27
Integration of deep learning with expectation maximization for spatial cue based speech separation in reverberant conditions
Sania GulMuhammad Salman KhanSyed Waqar Shah
2021-02-26
Beyond Convolutions: A Novel Deep Learning Approach for Raw Seismic Data Ingestion
Zhaozhuo XuAditya DesaiMenal GuptaAnu ChandranAntoine Vial-AussavyAnshumali Shrivastava
2021-02-26
Multi-Agent Path Planning based on MPC and DDPG
Junxiao XueXiangyan KongBowei DongMingliang Xu
2021-02-26
Sparse approximation in learning via neural ODEs
Carlos Esteve YagüeBorjan Geshkovski
2021-02-26
Application of twin delayed deep deterministic policy gradient learning for the control of transesterification process
Tanuja JoshiShikhar MakkerHariprasad KodamanaHarikumar Kandath
2021-02-25
Visualizing MuZero Models
| Joery A. de VriesKen S. VoskuilThomas M. MoerlandAske Plaat
2021-02-25
Even your Teacher Needs Guidance: Ground-Truth Targets Dampen Regularization Imposed by Self-Distillation
| Kenneth BorupLars N. Andersen
2021-02-25
Multi-Domain Learning by Meta-Learning: Taking Optimal Steps in Multi-Domain Loss Landscapes by Inner-Loop Learning
Anthony SiciliaXingchen ZhaoDavneet MinhasErin O'ConnorHoward AizensteinWilliam KlunkDana TudorascuSeong Jae Hwang
2021-02-25
Spurious Local Minima Are Common for Deep Neural Networks with Piecewise Linear Activations
Bo Liu
2021-02-25
Robust Pollen Imagery Classification with Generative Modeling and Mixup Training
Jaideep Murkute
2021-02-25
A Framework For Pruning Deep Neural Networks Using Energy-Based Models
Hojjat SalehinejadShahrokh Valaee
2021-02-25
Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks
| Christoph RaabPhilipp VäthPeter MeierFrank-Michael Schleif
2021-02-25
Highly Efficient Representation and Active Learning Framework for Imbalanced Data and its Application to COVID-19 X-Ray Classification
Heng HaoSima DidariJae Oh WooHankyu MoonPatrick Bangert
2021-02-25
Memory-based Deep Reinforcement Learning for POMDP
Lingheng MengRob GorbetDana Kulić
2021-02-24
On the Impact of Interpretability Methods in Active Image Augmentation Method
Flavio SantosCleber ZanchettinLeonardo MatosPaulo Novais
2021-02-24
Combining Off and On-Policy Training in Model-Based Reinforcement Learning
Alexandre BorgesArlindo Oliveira
2021-02-24
Deep learning-based framework for cardiac function assessment in embryonic zebrafish from heart beating videos
Amir Mohammad NaderiHaisong BuJingcheng SuMao-Hsiang HuangKhuong VoRamses Seferino Trigo TorresJ. -C. ChiaoJuhyun LeeMichael P. H. LauXiaolei XuHung Cao
2021-02-24
Railway Anomaly detection model using synthetic defect images generated by CycleGAN
Takuro HoshiYohei BabaGaurang Gavai
2021-02-24
Hybrid Car-Following Strategy based on Deep Deterministic Policy Gradient and Cooperative Adaptive Cruise Control
Ruidong YanRui JiangBin JiaDiange YangJin Huang
2021-02-24
Histo-fetch -- On-the-fly processing of gigapixel whole slide images simplifies and speeds neural network training
| Brendon LutnickLeema Krishna MuraliBrandon GinleyAvi Z. RosenbergPinaki Sarder
2021-02-23
SISE-PC: Semi-supervised Image Subsampling for Explainable Pathology
| Sohini RoychowdhuryKwok Sun TangMohith AshokAnoop Sanka
2021-02-23
Automatic Ship Classification Utilizing Bag of Deep Features
Sadegh Soleimani PourAta JodeiriHossein RashidiSeyed Mostafa MirhassaniHoda KheradfallahHadi Seyedarabi
2021-02-23
Deep ReLU Neural Network Approximation for Stochastic Differential Equations with Jumps
Lukas GononChristoph Schwab
2021-02-23
Non-Singular Adversarial Robustness of Neural Networks
Yu-Lin TsaiChia-Yi HsuChia-Mu YuPin-Yu Chen
2021-02-23
CSTR: A Classification Perspective on Scene Text Recognition
| Hongxiang CaiJun SunYichao Xiong
2021-02-22
Escaping from Zero Gradient: Revisiting Action-Constrained Reinforcement Learning via Frank-Wolfe Policy Optimization
Jyun-Li LinWei HungShang-Hsuan YangPing-Chun HsiehXi Liu
2021-02-22
Lightweight Combinational Machine Learning Algorithm for Sorting Canine Torso Radiographs
Masuda Akter TonimaFatemeh EsfahaniAustin DehartYoumin Zhang
2021-02-22
Accelerated Sim-to-Real Deep Reinforcement Learning: Learning Collision Avoidance from Human Player
| Hanlin NiuZe JiFarshad ArvinBarry LennoxHujun YinJoaquin Carrasco
2021-02-21
Deep ReLU Networks Preserve Expected Length
Boris HaninRyan JeongDavid Rolnick
2021-02-21
Training custom modality-specific U-Net models with weak localizations for improved Tuberculosis segmentation and localization
Sivaramakrishnan RajaramanLes FolioJane DimperioPhilip AldersonSameer Antani
2021-02-21
Squeeze-and-Excitation Normalization for Automated Delineation of Head and Neck Primary Tumors in Combined PET and CT Images
| Andrei IantsenDimitris VisvikisMathieu Hatt
2021-02-20
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks
Zihan LiChen LiYuDong YaoJinghua ZhangMd Mamunur RahamanHao XuFrank KulwaBolin LuXuemin ZhuTao Jiang
2021-02-20
SSFG: Stochastically Scaling Features and Gradients for Regularizing Graph Convolution Networks
Haimin ZhangMin Xu
2021-02-20
Training cascaded networks for speeded decisions using a temporal-difference loss
Michael L. IuzzolinoMichael C. MozerSamy Bengio
2021-02-19
Lottery Ticket Implies Accuracy Degradation, Is It a Desirable Phenomenon?
Ning LiuGeng YuanZhengping CheXuan ShenXiaolong MaQing JinJian RenJian TangSijia LiuYanzhi Wang
2021-02-19
Going Full-TILT Boogie on Document Understanding with Text-Image-Layout Transformer
Rafał PowalskiŁukasz BorchmannDawid JurkiewiczTomasz DwojakMichał PietruszkaGabriela Pałka
2021-02-18
Image Compositing for Segmentation of Surgical Tools without Manual Annotations
| Luis C. Garcia-Peraza-HerreraLucas FidonClaudia D'EttorreDanail StoyanovTom VercauterenSebastien Ourselin
2021-02-18
A Mathematical Principle of Deep Learning: Learn the Geodesic Curve in the Wasserstein Space
Kuo GaiShihua Zhang
2021-02-18
Minimizing false negative rate in melanoma detection and providing insight into the causes of classification
Ellák SomfaiBenjámin BaffyKristian FenechChanglu GuoRita HosszúDorina KorózsFabrizio NunnariMarcell PólikDaniel SonntagAttila UlbertAndrás Lőrincz
2021-02-18
Densely Nested Top-Down Flows for Salient Object Detection
| Chaowei FangHaiBin TianDingwen ZhangQiang ZhangJungong HanJunwei Han
2021-02-18
Automated construction of quantum-classical hybrid models
Christoph BrunkenMarkus Reiher
2021-02-18
Benefits of Linear Conditioning for Segmentation using Metadata
Andreanne LemayCharley GrosOlivier VincentYaou LiuJoseph Paul CohenJulien Cohen-Adad
2021-02-18
Recurrent Rational Networks
| Quentin DelfossePatrick SchramowskiAlejandro MolinaKristian Kersting
2021-02-18
A Dataset and Benchmark for Malaria Life-Cycle Classification in Thin Blood Smear Images
Qazi Ammar ArshadMohsen AliSaeed-Ul HassanChen ChenAyisha ImranGhulam RasulWaqas Sultani
2021-02-17
Ensemble Transfer Learning of Elastography and B-mode Breast Ultrasound Images
Sampa MisraSeungwan JeonRavi ManaguliSeiyon LeeGyuwon KimSeungchul LeeRichard G BarrChulhong Kim
2021-02-17
LambdaNetworks: Modeling Long-Range Interactions Without Attention
| Irwan Bello
2021-02-17
Rethinking Co-design of Neural Architectures and Hardware Accelerators
Yanqi ZhouXuanyi DongBerkin AkinMingxing TanDaiyi PengTianjian MengAmir YazdanbakhshDa HuangRavi NarayanaswamiJames Laudon
2021-02-17
Axial Residual Networks for CycleGAN-based Voice Conversion
Jaeseong YouGyuhyeon NamDalhyun KimGyeongsu Chae
2021-02-16
ResNet-LDDMM: Advancing the LDDMM Framework Using Deep Residual Networks
Boulbaba Ben AmorSylvain ArguillèreLing Shao
2021-02-16
Improving Deep-learning-based Semi-supervised Audio Tagging with Mixup
Léo CancesEtienne LabbéThomas Pellegrini
2021-02-16
A Multiscale Graph Convolutional Network for Change Detection in Homogeneous and Heterogeneous Remote Sensing Images
Junzheng WuBiao LiYao QinWeiping NiHan ZhangYuli Sun
2021-02-16
Training Larger Networks for Deep Reinforcement Learning
Kei OtaDevesh K. JhaAsako Kanezaki
2021-02-16
Complex Momentum for Learning in Games
Jonathan LorraineDavid AcunaPaul VicolDavid Duvenaud
2021-02-16
An AutoML-based Approach to Multimodal Image Sentiment Analysis
Vasco LopesAntónio GasparLuís A. AlexandreJoão Cordeiro
2021-02-16
Detection and severity classification of COVID-19 in CT images using deep learning
Yazan QiblaweyAnas TahirMuhammad E. H. ChowdhuryAmith KhandakarSerkan KiranyazTawsifur RahmanNabil IbtehazSakib MahmudSomaya Al-MadeedFarayi Musharavati
2021-02-15
Colored Kimia Path24 Dataset: Configurations and Benchmarks with Deep Embeddings
Sobhan ShafieiMorteza BabaieShivam KalraH. R. Tizhoosh
2021-02-15
Momentum Residual Neural Networks
| Michael E. SanderPierre AblinMathieu BlondelGabriel Peyré
2021-02-15
Naturalizing Neuromorphic Vision Event Streams Using GANs
Dennis RobeyWesley ThioHerbert IuJason Eshraghian
2021-02-14
How Framelets Enhance Graph Neural Networks
Xuebin ZhengBingxin ZhouJunbin GaoYu Guang WangPietro LioMing LiGuido Montufar
2021-02-13
On the convergence of group-sparse autoencoders
Emmanouil TheodosisBahareh TolooshamsPranay TankalaAbiy TasissaDemba Ba
2021-02-13
Fast, Accurate Barcode Detection in Ultra High-Resolution Images
Jerome QuenumKehan WangAvideh Zakhor
2021-02-13
VARA-TTS: Non-Autoregressive Text-to-Speech Synthesis based on Very Deep VAE with Residual Attention
Peng LiuYuewen CaoSongxiang LiuNa HuGuangzhi LiChao WengDan Su
2021-02-12
Enhancing into the codec: Noise Robust Speech Coding with Vector-Quantized Autoencoders
Jonah CasebeerVinjai ValeUmut IsikJean-Marc ValinRitwik GiriArvindh Krishnaswamy
2021-02-12
Towards DeepSentinel: An extensible corpus of labelled Sentinel-1 and -2 imagery and a general-purpose sensor-fusion semantic embedding model
Lucas Kruitwagen
2021-02-11
ABOShips -- An Inshore and Offshore Maritime Vessel Detection Dataset with Precise Annotations
Bogdan IancuValentin SolovievLuca ZelioliJohan Lilius
2021-02-11
Deep Reinforcement Learning with Symmetric Prior for Predictive Power Allocation to Mobile Users
Jianyu ZhaoChenyang Yang
2021-02-10
Agnostic Proper Learning of Halfspaces under Gaussian Marginals
Ilias DiakonikolasDaniel M. KaneVasilis KontonisChristos TzamosNikos Zarifis
2021-02-10
Searching for Fast Model Families on Datacenter Accelerators
Sheng LiMingxing TanRuoming PangAndrew LiLiqun ChengQuoc LeNorman P. Jouppi
2021-02-10
Improving Model-Based Reinforcement Learning with Internal State Representations through Self-Supervision
| Julien ScholzCornelius WeberMuhammad Burhan HafezStefan Wermter
2021-02-10
BRECQ: Pushing the Limit of Post-Training Quantization by Block Reconstruction
| Yuhang LiRuihao GongXu TanYang YangPeng HuQi ZhangFengwei YuWei WangShi Gu
2021-02-10
Application of Yolo on Mask Detection Task
Ren LiuZiang Ren
2021-02-10
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture Recognition
Benjia ZhouYunan LiJun Wan
2021-02-10
D2A U-Net: Automatic Segmentation of COVID-19 Lesions from CT Slices with Dilated Convolution and Dual Attention Mechanism
Xiangyu ZhaoPeng ZhangFan SongGuangda FanYangyang SunYujia WangZheyuan TianLuqi ZhangGuanglei Zhang
2021-02-10
Pruning of Convolutional Neural Networks Using Ising Energy Model
| Hojjat SalehinejadShahrokh Valaee
2021-02-10
AdaFuse: Adaptive Temporal Fusion Network for Efficient Action Recognition
Yue MengRameswar PandaChung-Ching LinPrasanna SattigeriLeonid KarlinskyKate SaenkoAude OlivaRogerio Feris
2021-02-10
When does gradient descent with logistic loss interpolate using deep networks with smoothed ReLU activations?
Niladri S. ChatterjiPhilip M. LongPeter L. Bartlett
2021-02-09
Distribution Adaptive INT8 Quantization for Training CNNs
Kang ZhaoSida HuangPan PanYinghan LiYingya ZhangZhenyu GuYinghui Xu
2021-02-09
Train a One-Million-Way Instance Classifier for Unsupervised Visual Representation Learning
Yu LiuLianghua HuangPan PanBin WangYinghui XuRong Jin
2021-02-09
MALI: A memory efficient and reverse accurate integrator for Neural ODEs
| Juntang ZhuangNicha C. DvornekSekhar TatikondaJames S. Duncan
2021-02-09
Deep learning-based attenuation correction in the image domain for myocardial perfusion SPECT imaging
Samaneh MostafapourFaeze GholamiankhahSirvan MaroofpourMahdi MomennezhadMohsen AsadinezhadSeyed Rasoul ZakaviHossein Arabi
2021-02-09
Partition-based formulations for mixed-integer optimization of trained ReLU neural networks
Calvin TsayJan KronqvistAlexander ThebeltRuth Misener
2021-02-08
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation
| Jieneng ChenYongyi LuQihang YuXiangde LuoEhsan AdeliYan WangLe LuAlan L. YuilleYuyin Zhou
2021-02-08
Spike-based Residual Blocks
Wei FangZhaofei YuTimothée MasquelierYanqi ChenTiejun HuangYonghong Tian
2021-02-08
APS: A Large-Scale Multi-Modal Indoor Camera Positioning System
Ali GhofraniRahil Mahdian ToroghiSeyed Mojtaba Tabatabaie
2021-02-08
Explainable Reinforcement Learning for Longitudinal Control
| Roman LiessnerJan DohmenMarco Wiering
2021-02-06
On The Connection of Benford's Law and Neural Networks
Surya Kant SahuAbhinav JavaArshad Shaikh
2021-02-05
GNN-RL Compression: Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning
Sixing YuArya MazaheriAli Jannesari
2021-02-05
Real-time Denoising and Dereverberation with Tiny Recurrent U-Net
Hyeong-Seok ChoiSungjin ParkJie Hwan LeeHoon HeoDongsuk JeonKyogu Lee
2021-02-05
Convolutional Neural Network Interpretability with General Pattern Theory
| Erico TjoaGuan Cuntai
2021-02-05
Adaptive Semiparametric Language Models
Dani YogatamaCyprien de Masson d'AutumeLingpeng Kong
2021-02-04
A review of motion planning algorithms for intelligent robotics
Chengmin ZhouBingding HuangPasi Fränti
2021-02-04
Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge
Chompunuch SarasaenSoumick ChatterjeeMario BreitkopfGeorg RoseAndreas NürnbergerOliver Speck
2021-02-04
Monaural Speech Enhancement with Complex Convolutional Block Attention Module and Joint Time Frequency Losses
Shengkui ZhaoTrung Hieu NguyenBin Ma
2021-02-03
Deep CNNs for large scale species classification
Raj Prateek Kosaraju
2021-02-03
On the Approximation Power of Two-Layer Networks of Random ReLUs
Daniel HsuClayton SanfordRocco A. ServedioEmmanouil-Vasileios Vlatakis-Gkaragkounis
2021-02-03
Stability and performance verification of dynamical systems controlled by neural networks: algorithms and complexity
Milan Korda
2021-02-03
Generating images from caption and vice versa via CLIP-Guided Generative Latent Space Search
| Federico A. GalatoloMario G. C. A. CiminoGigliola Vaglini
2021-02-02
Face Recognition Using $Sf_{3}CNN$ With Higher Feature Discrimination
Nayaneesh Kumar MishraSatish Kumar Singh
2021-02-02
PSLA: Improving Audio Event Classification with Pretraining, Sampling, Labeling, and Aggregation
Yuan GongYu-An ChungJames Glass
2021-02-02
ConvNets for Counting: Object Detection of Transient Phenomena in Steelpan Drums
| Scott H. HawleyAndrew C. Morrison
2021-02-01
Spatio-temporal Weather Forecasting and Attention Mechanism on Convolutional LSTMs
| Selim Furkan TekinOguzhan KaraahmetogluFatih IlhanIsmail BalabanSuleyman Serdar Kozat
2021-02-01
An End-To-End-Trainable Iterative Network Architecture for Accelerated Radial Multi-Coil 2D Cine MR Image Reconstruction
Andreas KoflerMarkus HaltmeierTobias SchaeffterChristoph Kolbitsch
2021-02-01
Neural Network architectures to classify emotions in Indian Classical Music
Uddalok SarkarSayan NagMedha BasuArchi BanerjeeShankha SanyalRanjan SenguptaDipak Ghosh
2021-02-01
Densely Connected Recurrent Residual (Dense R2UNet) Convolutional Neural Network for Segmentation of Lung CT Images
Kaushik Dutta
2021-02-01
Underwater Image Enhancement via Learning Water Type Desensitized Representations
| Zhenqi FuXiaopeng LinWu WangYue HuangXinghao Ding
2021-02-01
Deep High-Resolution Network for Low Dose X-ray CT Denoising
Ti BaiDan NguyenBiling WangSteve Jiang
2021-02-01
toon2real: Translating Cartoon Images to Realistic Images
K. M. Arefeen SultanMohammad Imrul JubairMd. Nahidul IslamSayed Hossain Khan
2021-02-01
RectiNet-v2: A stacked network architecture for document image dewarping
Hmrishav BandyopadhyayTanmoy DasguptaNibaran DasMita Nasipuri
2021-02-01
Classification of Fracture and Normal Shoulder Bone X-Ray Images Using Ensemble and Transfer Learning With Deep Learning Models Based on Convolutional Neural Networks
| Fatih UysalFırat HardalaçOzan PekerTolga TolunayNil Tokgöz
2021-01-31
Computational Performance Predictions for Deep Neural Network Training: A Runtime-Based Approach
Geoffrey X. YuYubo GaoPavel GolikovGennady Pekhimenko
2021-01-31
Neural Networks with Complex-Valued Weights Have No Spurious Local Minima
Xingtu Liu
2021-01-31
Size and Depth Separation in Approximating Natural Functions with Neural Networks
Gal VardiDaniel ReichmanToniann PitassiOhad Shamir
2021-01-30
ICodeNet -- A Hierarchical Neural Network Approach for Source Code Author Identification
Pranali BoraTulika AwalgaonkarHimanshu PalveRaviraj JoshiPurvi Goel
2021-01-30
Segmentation of skin lesions and their attributes using Generative Adversarial Networks
| Cristian Lazo
2021-01-30
Deep Model Compression based on the Training History
S. H. Shabbeer BashaMohammad FarazuddinViswanath PulabaigariShiv Ram DubeySnehasis Mukherjee
2021-01-30
Stay Alive with Many Options: A Reinforcement Learning Approach for Autonomous Navigation
Ambedkar DukkipatiRajarshi BanerjeeRanga Shaarad AyyagariDhaval Parmar Udaybhai
2021-01-30
Wavelet Denoised-ResNet CNN and LightGBM Method to Predict Forex Rate of Change
Yiqi ZhaoMatloob Khushi
2021-01-29
Between steps: Intermediate relaxations between big-M and convex hull formulations
Jan KronqvistRuth MisenerCalvin Tsay
2021-01-29
Automated Deep Learning Analysis of Angiography Video Sequences for Coronary Artery Disease
Chengyang ZhouThao Vy DinhHeyi KongJonathan YapKhung Keong YeoHwee Kuan LeeKaicheng Liang
2021-01-29
Multi-Threshold Attention U-Net (MTAU) based Model for Multimodal Brain Tumor Segmentation in MRI scans
Navchetan AwasthiRohit PardasaniSwati Gupta
2021-01-29
CapsNet Regularization and its Conjugation with ResNet for Signature Identification
| Mahdi JampourSaeid AbbaasiMalihe Javidi
2021-01-29
Reducing ReLU Count for Privacy-Preserving CNN Speedup
Inbar HelbitzShai Avidan
2021-01-28
S++: A Fast and Deployable Secure-Computation Framework for Privacy-Preserving Neural Network Training
Prashanthi RamachandranShivam AgarwalArup MondalAastha ShahDebayan Gupta
2021-01-28
Exploring Cross-Image Pixel Contrast for Semantic Segmentation
| Wenguan WangTianfei ZhouFisher YuJifeng DaiEnder KonukogluLuc van Gool
2021-01-28
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet
| Li YuanYunpeng ChenTao WangWeihao YuYujun ShiFrancis EH TayJiashi FengShuicheng Yan
2021-01-28
Bottleneck Transformers for Visual Recognition
| Aravind SrinivasTsung-Yi LinNiki ParmarJonathon ShlensPieter AbbeelAshish Vaswani
2021-01-27
Effects of Image Size on Deep Learning
Olivier Rukundo
2021-01-27
OffCon$^3$: What is state of the art anyway?
| Philip J. BallStephen J. Roberts
2021-01-27
Multi-Hypothesis Pose Networks: Rethinking Top-Down Pose Estimation
Rawal KhirodkarVisesh ChariAmit AgrawalAmbrish Tyagi
2021-01-27
Malware Detection Using Frequency Domain-Based Image Visualization and Deep Learning
| Tajuddin Manhar MohammedLakshmanan NatarajSatish ChikkagoudarShivkumar ChandrasekaranB. S. Manjunath
2021-01-26
Boosting Segmentation Performance across datasets using histogram specification with application to pelvic bone segmentation
Prabhakara Subramanya JoisAniketh ManjunathThomas Fevens
2021-01-26
Learning Structral coherence Via Generative Adversarial Network for Single Image Super-Resolution
Yuanzhuo LiYunan ZhengJie ChenZhenyu XuYiguang Liu
2021-01-25
3D U-Net for segmentation of COVID-19 associated pulmonary infiltrates using transfer learning: State-of-the-art results on affordable hardware
Keno K. BressemStefan M. NiehuesBernd HammMarcus R. MakowskiJanis L. VahldiekLisa C. Adams
2021-01-25
Spatio-temporal Data Augmentation for Visual Surveillance
Jae-Yeul KimJong-Eun Ha
2021-01-25
A new approach to extracting coronary arteries and detecting stenosis in invasive coronary angiograms
Chen ZhaoHaipeng TangDaniel McGonigleZhuo HeChaoyang ZhangYu-Ping WangHong-Wen DengRobert BoberWeihua Zhou
2021-01-25
On the Proof of Global Convergence of Gradient Descent for Deep ReLU Networks with Linear Widths
Quynh Nguyen
2021-01-24
Learning Synthetic Environments for Reinforcement Learning with Evolution Strategies
| Fabio FerreiraThomas NierhoffFrank Hutter
2021-01-24
cGANs for Cartoon to Real-life Images
Pranjal Singh RajputKanya SatisSonnya DellarosaWenxuan HuangObinna Agba
2021-01-24
GST: Group-Sparse Training for Accelerating Deep Reinforcement Learning
JuHyoung LeeSangyeob KimSangjin KimWooyoung JoHoi-jun Yoo
2021-01-24
DenseNet for Breast Tumor Classification in Mammographic Images
Yuliana Jiménez GaonaMaría José Rodriguez-AlvarezHector Espinó MoratóDarwin Castillo MallaVasudevan Lakshminarayanan
2021-01-24
Arabic aspect based sentiment analysis using bidirectional GRU based models
Mohammed M. AbdelgwadTaysir Hassan A SolimanAhmed I. TalobaMohamed Fawzy Farghaly
2021-01-23
Automatic Cerebral Vessel Extraction in TOF-MRA Using Deep Learning
V. de VosK. M. TimminsI. C. van der SchaafY. RuigrokB. K. VelthuisH. J. Kuijf
2021-01-22
Automatic Volumetric Segmentation of Additive Manufacturing Defects with 3D U-Net
Vivian Wen Hui WongMax FergusonKincho H. LawYung-Tsun Tina LeePaul Witherell
2021-01-22
Solving the Same-Different Task with Convolutional Neural Networks
Nicola MessinaGiuseppe AmatoFabio CarraraClaudio GennaroFabrizio Falchi
2021-01-22
Expression Recognition Analysis in the Wild
Donato CafarelliFabio Valerio MassoliFabrizio FalchiClaudio GennaroGiuseppe Amato
2021-01-22
X-ray Scatter Estimation Using Deep Splines
Philipp RoserAnnette BirkholdAlexander PreuhsChristopher SybenLina FelsnerElisabeth HoppeNorbert StrobelMarkus KorwarschikRebecca FahrigAndreas Maier
2021-01-22
Partition-Based Convex Relaxations for Certifying the Robustness of ReLU Neural Networks
Brendon G. AndersonZiye MaJingqi LiSomayeh Sojoudi
2021-01-22
DAF:re: A Challenging, Crowd-Sourced, Large-Scale, Long-Tailed Dataset For Anime Character Recognition
| Edwin Arkel RiosWen-Huang ChengBo-Cheng Lai
2021-01-21
Characterizing signal propagation to close the performance gap in unnormalized ResNets
| Andrew BrockSoham DeSamuel L. Smith
2021-01-21
Analysis of Information Flow Through U-Nets
Suemin LeeIvan V. Bajić
2021-01-21
FWB-Net:Front White Balance Network for Color Shift Correction in Single Image Dehazing via Atmospheric Light Estimation
Cong WangYan HuangYuexian ZouYong Xu
2021-01-21
Analyzing Epistemic and Aleatoric Uncertainty for Drusen Segmentation in Optical Coherence Tomography Images
Tinu Theckel JoySuman SedaiRahil Garnavi
2021-01-21
Ikshana: A Theory of Human Scene Understanding Mechanism
| Venkata Satya Sai Ajay Daliparthi
2021-01-21
A Fully Rigorous Proof of the Derivation of Xavier and He's Initialization for Deep ReLU Networks
Quynh Nguyen
2021-01-21
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution
Ying NieKai HanZhenhua LiuAn XiaoYiping DengChunjing XuYunhe Wang
2021-01-21
SplitSR: An End-to-End Approach to Super-Resolution on Mobile Devices
Xin LiuYuang LiJosh FrommYuntao WangZiheng JiangAlex MariakakisShwetak Patel
2021-01-20
From Local Pseudorandom Generators to Hardness of Learning
Amit DanielyGal Vardi
2021-01-20
Variance Based Samples Weighting for Supervised Deep Learning
Paul NovelloGaël PoëtteDavid LugatoPietro Congedo
2021-01-19
Deep Learning Models for Calculation of Cardiothoracic Ratio from Chest Radiographs for Assisted Diagnosis of Cardiomegaly
Tanveer GupteMrunmai NiljikarManish GawaliViraj KulkarniAmit KharatAniruddha Pant
2021-01-19
Meningioma segmentation in T1-weighted MRI leveraging global context and attention mechanisms
| David BougetAndré PedersenSayied Abdol Mohieb HosaineyOle SolheimIngerid Reinertsen
2021-01-19
A survey on shape-constraint deep learning for medical image segmentation
Simon BohlenderIlkay OksuzAnirban Mukhopadhyay
2021-01-19
Learning DNN networks using un-rectifying ReLU with compressed sensing application
Wen-Liang HwangShih-Shuo Tung
2021-01-18
TLU-Net: A Deep Learning Approach for Automatic Steel Surface Defect Detection
Praveen DamacharlaAchuth Rao M. V.Jordan RingenbergAhmad Y Javaid
2021-01-18
Generation of GelSight Tactile Images for Sim2Real Learning
| Daniel Fernandes GomesPaolo PaolettiShan Luo
2021-01-18
Generating Attribution Maps with Disentangled Masked Backpropagation
Adria RuizAntonio AgudoFrancesc Moreno
2021-01-17
A relic sketch extraction framework based on detail-aware hierarchical deep network
Jinye PengJiaxin WangJun WangErlei ZhangQunxi ZhangYongqin ZhangXianlin PengKai Yu
2021-01-17
Cost-Efficient Online Hyperparameter Optimization
Jingkang WangMengye RenIlija BogunovicYuwen XiongRaquel Urtasun
2021-01-17
Self-Supervised Representation Learning from Flow Equivariance
Yuwen XiongMengye RenWenyuan ZengRaquel Urtasun
2021-01-16
Adversarial cycle-consistent synthesis of cerebral microbleeds for data augmentation
Khrystyna FarynaKevin KoschmiederMarcella M. PaulThomas van den HeuvelAnke van der EerdenRashindra ManniesingBram van Ginneken
2021-01-16
Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes
| Yuanduo HongHuihui PanWeichao SunSenior MemberIEEEYisong Jia
2021-01-15
Towards a Computed-Aided Diagnosis System in Colonoscopy: Automatic Polyp Segmentation Using Convolution Neural Networks
Patrick BrandaoOdysseas ZisimopoulosEvangelos MazomenosGastone CiutiJorge BernalMarco Visentini-ScarzanellaArianna MenciassiPaolo DarioAnastasios KoulaouzidisAlberto ArezzoDavid J HawkesDanail Stoyanov
2021-01-15
A Multiple Classifier Approach for Concatenate-Designed Neural Networks
Ka-Hou ChanSio-Kei ImWei Ke
2021-01-14
GAN Inversion: A Survey
| Weihao XiaYulun ZhangYujiu YangJing-Hao XueBolei ZhouMing-Hsuan Yang
2021-01-14
FabricNet: A Fiber Recognition Architecture Using Ensemble ConvNets
Abu Quwsar OhiM. F. MridhaMd. Abdul HamidMuhammad Mostafa MonowarFaris A Kateb
2021-01-14
Neural Sequence-to-grid Module for Learning Symbolic Rules
| Segwang KimHyoungwook NamJoonyoung KimKyomin Jung
2021-01-13
A Lumen Segmentation Method in Ureteroscopy Images based on a Deep Residual U-Net architecture
Jorge F. LazoAldo MarzulloSara MocciaMichele CatellaniBenoit RosaMichel de MathelinElena De Momi
2021-01-13
Whispered and Lombard Neural Speech Synthesis
Qiong HuTobias BleischPetko PetkovTuomo RaitioErik MarchiVarun Lakshminarasimhan
2021-01-13
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision
William Adorno IIIAlexis CatalanoLubaina EhsanHans Vitzhum von EckstaedtBarrett BarnesEmily McGowanSana SyedDonald E. Brown
2021-01-13
UFA-FUSE: A novel deep supervised and hybrid model for multi-focus image fusion
Yongsheng ZangDongming ZhouChangcheng WangRencan NieYanbu Guo
2021-01-12
CleftNet: Augmented Deep Learning for Synaptic Cleft Detection from Brain Electron Microscopy
Yi LiuShuiwang Ji
2021-01-12
A Convergence Theory Towards Practical Over-parameterized Deep Neural Networks
Asaf NoyYi XuYonathan AflaloLihi Zelnik-ManorRong Jin
2021-01-12
Generative Adversarial U-Net for Domain-free Medical Image Augmentation
Xiaocong ChenYun LiLina YaoEhsan AdeliYu Zhang
2021-01-12
RepVGG: Making VGG-style ConvNets Great Again
| Xiaohan DingXiangyu ZhangNingning MaJungong HanGuiguang DingJian Sun
2021-01-11
Action Priors for Large Action Spaces in Robotics
| Ondrej BizaDian WangRobert PlattJan-Willem van de MeentLawson L. S. Wong
2021-01-11
Accuracy and Architecture Studies of Residual Neural Network solving Ordinary Differential Equations
Changxin QiuAaron BendicksonJoshua KalyanapuJue Yan
2021-01-10
Exploring Adversarial Fake Images on Face Manifold
Dongze LiWei WangHongxing FanJing Dong
2021-01-09
Synthetic Glacier SAR Image Generation from Arbitrary Masks Using Pix2Pix Algorithm
Rosanna Dietrich-SussnerAmirabbas DavariThorsten SeehausMatthias BraunVincent ChristleinAndreas MaierChristian Riess
2021-01-08
Bayesian U-Net for Segmenting Glaciers in SAR Imagery
Andreas HartmannAmirabbas DavariThorsten SeehausMatthias BraunAndreas MaierVincent Christlein
2021-01-08
Glacier Calving Front Segmentation Using Attention U-Net
Michael HolzmannAmirabbas DavariThorsten SeehausMatthias BraunAndreas MaierVincent Christlein
2021-01-08
Residual networks classify inputs based on their neural transient dynamics
Fereshteh Lagzi
2021-01-08
NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection
Liang XuLiying ZhengWeijun LiZhenbo ChenWeishun SongYue DengYongzhe ChangJing XiaoBo Yuan
2021-01-08
Approaching Neural Network Uncertainty Realism
Joachim SickingAlexander KisterMatthias FahrlandStefan EickelerFabian HügerStefan RüpingPeter SchlichtTim Wirtz
2021-01-08
Monocular Depth Estimation Using Laplacian Pyramid-Based Depth Residuals
| Minsoo SongSeokjae LimWonjun Kim
2021-01-08
VHS to HDTV Video Translation using Multi-task Adversarial Learning
Hongming LuoGuangsen LiaoXianxu HouBozhi LiuFei ZhouGuoping Qiu
2021-01-07
Towards Understanding Learning in Neural Networks with Linear Teachers
Roei SarussiAlon BrutzkusAmir Globerson
2021-01-07
More Reliable AI Solution: Breast Ultrasound Diagnosis Using Multi-AI Combination
Jian DaiShuge LeiLicong DongXiaona LinHuabin ZhangDesheng SunKehong Yuan
2021-01-07
Facial Expression Recognition in the Wild via Deep Attentive Center Loss
| Amir Hossein FarzanehXiaojun Qi
2021-01-07
End-2-End COVID-19 Detection from Breath & Cough Audio
| Harry CoppockAlexander GaskellPanagiotis TzirakisAlice BairdLyn JonesBjörn W. Schuller
2021-01-07
ISETAuto: Detecting vehicles with depth and radiance information
Zhenyi LiuJoyce FarrellBrian Wandell
2021-01-06
CAP-Context-Aware-Pruning-for-Semantic-Segmentation
| wei heMeiqing WuMingfu LiangSiew-Kei Lam
2021-01-06
CAP: Context-Aware Pruning for Semantic-Segmentation
| wei heMeiqing WuMingfu LiangSiew-Kei Lam
2021-01-06
Contextual colorization and denoising for low-light ultra high resolution sequences
N. AnantrasirichaiDavid Bull
2021-01-05
An Automatic System to Monitor the Physical Distance and Face Mask Wearing of Construction Workers in COVID-19 Pandemic
Moein RazaviHamed AlikhaniVahid JanfazaBenyamin SadeghiEhsan Alikhani
2021-01-05
Local Memory Attention for Fast Video Semantic Segmentation
Matthieu PaulMartin DanelljanLuc van GoolRadu Timofte
2021-01-05
Single-shot fringe projection profilometry based on Deep Learning and Computer Graphics
Fanzhou WangChenxing WangQingze Guan
2021-01-04
A Framework for Fast Scalable BNN Inference using Googlenet and Transfer Learning
Karthik E
2021-01-04
One Shot Model For The Prediction of COVID-19 and Lesions Segmentation In Chest CT Scans Through The Affinity Among Lesion Mask Features
| Aram Ter-Sarkisov
2021-01-04
Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise
Spencer FreiYuan CaoQuanquan Gu
2021-01-04
Low Light Image Enhancement via Global and Local Context Modeling
Aditya AroraMuhammad HarisSyed Waqas ZamirMunawar HayatFahad Shahbaz KhanLing ShaoMing-Hsuan Yang
2021-01-04
Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier
| Arkabandhu ChowdhuryMingchao JiangChris Jermaine
2021-01-03
RegNet: Self-Regulated Network for Image Classification
Jing XuYu PanXinglin PanSteven HoiZhang YiZenglin Xu
2021-01-03
Bilateral Grid Learning for Stereo Matching Network
Bin XuYuhua XuXiaoli YangWei JiaYulan Guo
2021-01-01
Reducing the number of neurons of Deep ReLU Networks based on the current theory of Regularization
Anonymous
2021-01-01
Grey-box Extraction of Natural Language Models
Anonymous
2021-01-01
Deep Learning Is Composite Kernel Learning
Anonymous
2021-01-01
Generalized Universal Approximation for Certified Networks
Anonymous
2021-01-01
The inductive bias of ReLU networks on orthogonally separable data
Anonymous
2021-01-01
Activation-level uncertainty in deep neural networks
Anonymous
2021-01-01
Sparta: Spatially Attentive and Adversarially Robust Activations
Anonymous
2021-01-01
Provable Robustness by Geometric Regularization of ReLU Networks
Anonymous
2021-01-01
Multiplicative Filter Networks
Anonymous
2021-01-01
A Half-Space Stochastic Projected Gradient Method for Group Sparsity Regularization
Anonymous
2021-01-01
Subformer: A Parameter Reduced Transformer
Anonymous
2021-01-01
Consistent Instance Classification for Unsupervised Representation Learning
Anonymous
2021-01-01
Adversarial Masking: Towards Understanding Robustness Trade-off for Generalization
Anonymous
2021-01-01
Model-centric data manifold: the data through the eyes of the model
Anonymous
2021-01-01
LEARNING BILATERAL CLIPPING PARAMETRIC ACTIVATION FUNCTION FOR LOW-BIT NEURAL NETWORKS
Anonymous
2021-01-01
PGPS : Coupling Policy Gradient with Population-based Search
Anonymous
2021-01-01
On the Decision Boundaries of Neural Networks. A Tropical Geometry Perspective
Anonymous
2021-01-01
Fast Training of Contrastive Learning with Intermediate Contrastive Loss
Anonymous
2021-01-01
Complex neural networks have no spurious local minima
Anonymous
2021-01-01
The Compact Support Neural Network
Anonymous
2021-01-01
A Block Minifloat Representation for Training Deep Neural Networks
Anonymous
2021-01-01
Evidence against implicitly recurrent computations in residual neural networks
Anonymous
2021-01-01
Bidirectional Variational Inference for Non-Autoregressive Text-to-Speech
Anonymous
2021-01-01
Brain2Pix: Fully convolutional naturalistic video reconstruction from brain activity
Anonymous
2021-01-01
Automatic Music Production Using Generative Adversarial Networks
Anonymous
2021-01-01
Factored Action Spaces in Deep Reinforcement Learning
Anonymous
2021-01-01
Truly Deterministic Policy Optimization
Anonymous
2021-01-01
Recycling sub-optimial Hyperparameter Optimization models to generate efficient Ensemble Deep Learning
Anonymous
2021-01-01
Beyond COVID-19 Diagnosis: Prognosis with Hierarchical Graph Representation Learning
Anonymous
2021-01-01
not-so-big-GAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution
Anonymous
2021-01-01
Modeling Human Development: Effects of Blurred Vision on Category Learning in CNNs
Anonymous
2021-01-01
DIET-SNN: A Low-Latency Spiking Neural Network with Direct Input Encoding & Leakage and Threshold Optimization
Anonymous
2021-01-01
Multi-Representation Ensemble in Few-Shot Learning
Anonymous
2021-01-01
Constructing Multiple High-Quality Deep Neural Networks: A TRUST-TECH Based Approach
Anonymous
2021-01-01
Playing Nondeterministic Games through Planning with a Learned Model
Anonymous
2021-01-01
PHEW: Paths with Higher Edge-Weights give ''winning tickets'' without training data
Anonymous
2021-01-01
Practical Locally Private Federated Learning with Communication Efficiency
Anonymous
2021-01-01
CT-Net: Channel Tensorization Network for Video Classification
Anonymous
2021-01-01
Neural Networks Preserve Invertibility Across Iterations: A Possible Source of Implicit Data Augmentation
Anonymous
2021-01-01
ADIS-GAN: Affine Disentangled GAN
Anonymous
2021-01-01
SEDONA: Search for Decoupled Neural Networks toward Greedy Block-wise Learning
Anonymous
2021-01-01
Making Coherence Out of Nothing At All: Measuring Evolution of Gradient Alignment
Anonymous
2021-01-01
Fully Convolutional Approach for Simulating Wave Dynamics
Anonymous
2021-01-01
Variance Based Sample Weighting for Supervised Learning
Anonymous
2021-01-01
Synthesising Realistic Calcium Imaging Data of Neuronal Populations Using GAN
Anonymous
2021-01-01
Boosting Certified Robustness of Deep Networks via a Compositional Architecture
Anonymous
2021-01-01
Inhibition-augmented ConvNets
Anonymous
2021-01-01
Are all outliers alike? On Understanding the Diversity of Outliers for Detecting OODs
Anonymous
2021-01-01
Model-Free Energy Distance for Pruning DNNs
| Anonymous
2021-01-01
HW-NAS-Bench: Hardware-Aware Neural Architecture Search Benchmark
Anonymous
2021-01-01
BasisNet: Two-stage Model Synthesis for Efficient Inference
Anonymous
2021-01-01
Generative Adversarial Neural Architecture Search with Importance Sampling
Anonymous
2021-01-01
NAHAS: Neural Architecture and Hardware Accelerator Search
Anonymous
2021-01-01
An Artificial Intelligence System for Combined Fruit Detection and Georeferencing, Using RTK-Based Perspective Projection in Drone Imagery
Angus BairdStefano Giani
2021-01-01
Fidel: Reconstructing Private Training Samples from Weight Updates in Federated Learning
David EnthovenZaid Al-Ars
2021-01-01
Multi-Grid Back-Projection Networks
Pablo Navarrete MicheliniWenbin ChenHanwen LiuDan ZhuXingqun Jiang
2021-01-01
P-Swish: Activation Function with Learnable Parameters Based on Swish Activation Function in Deep Learning
Marina Adriana MercioniStefan Holban
2021-01-01
TeLU: A New Activation Function for Deep Learning
Marina Adriana MercioniStefan Holban
2021-01-01
The 3TConv: An Intrinsic Approach to Explainable 3D CNNs
Anonymous
2021-01-01
Accelerating ODE-Based Neural Networks on Low-Cost FPGAs
Hirohisa WatanabeHiroki Matsutani
2020-12-31
EfficientNet-Absolute Zero for Continuous Speech Keyword Spotting
| Amir Mohammad RostamiAli KarimiMohammad Ali Akhaee
2020-12-31
FREA-Unet: Frequency-aware U-net for Modality Transfer
Hajar EmamiQiong LiuMing Dong
2020-12-31
Explicit regularization and implicit bias in deep network classifiers trained with the square loss
Tomaso PoggioQianli Liao
2020-12-31
Towards Unsupervised Deep Image Enhancement with Generative Adversarial Network
| Zhangkai NiWenhan YangShiqi WangLin MaSam Kwong
2020-12-30
Exploring Large Context for Cerebral Aneurysm Segmentation
| Jun MaZiwei Nie
2020-12-30
Automatic Polyp Segmentation using U-Net-ResNet50
Saruar AlamNikhil Kumar TomarAarati ThakurDebesh JhaAshish Rauniyar
2020-12-30
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
| Tri DaoNimit S. SohoniAlbert GuMatthew EichhornAmit BlonderMegan LeszczynskiAtri RudraChristopher Ré
2020-12-29
Ensembled ResUnet for Anatomical Brain Barriers Segmentation
Munan NingCheng BianChenglang YuanKai MaYefeng Zheng
2020-12-29
Reinforcement Learning for Control of Valves
| Rajesh Siraskar
2020-12-29
Cascaded Framework for Automatic Evaluation of Myocardial Infarction from Delayed-Enhancement Cardiac MRI
Jun Ma
2020-12-29
Combining CNN and Hybrid Active Contours for Head and Neck Tumor Segmentation in CT and PET images
Jun MaXiaoping Yang
2020-12-28
Cascaded Convolutional Neural Network for Automatic Myocardial Infarction Segmentation from Delayed-Enhancement Cardiac MRI
Yichi Zhang
2020-12-28
Aerial Imagery Pile burn detection using Deep Learning: the FLAME dataset
| Alireza ShamsoshoaraFatemeh AfghahAbolfazl RaziLiming ZhengPeter Z FuléErik Blasch
2020-12-28
Layer Decomposition Learning Based on Gaussian Convolution Model and Residual Deblurring for Inverse Halftoning
Chang-Hwan Son
2020-12-27
Direct Quantization for Training Highly Accurate Low Bit-width Deep Neural Networks
Tuan HoangThanh-Toan DoTam V. NguyenNgai-Man Cheung
2020-12-26
Sparse Adversarial Attack to Object Detection
| Jiayu Bao
2020-12-26
Revisiting Edge Detection in Convolutional Neural Networks
Minh LeSubhradeep Kayal
2020-12-25
Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms
Arda SahinerTolga ErgenJohn PaulyMert Pilanci
2020-12-24
Unsupervised deep clustering and reinforcement learning can accurately segment MRI brain tumors with very small training sets
Joseph StemberHrithwik Shalu
2020-12-24
Appearance-Invariant 6-DoF Visual Localization using Generative Adversarial Networks
Yimin LinJianfeng HuangShiguo Lian
2020-12-24
Global Context Networks
| Yue CaoJiarui XuStephen LinFangyun WeiHan Hu
2020-12-24
ICMSC: Intra- and Cross-modality Semantic Consistency for Unsupervised Domain Adaptation on Hip Joint Bone Segmentation
Guodong ZengTill D. LerchFlorian SchmaranzerGuoyan ZhengJuergen BurgerKate GerberMoritz TannastKlaus SiebenrockNicolas Gerber
2020-12-23
Diabetic Retinopathy Grading System Based on Transfer Learning
Eman AbdelMaksoudSherif BarakatMohammed Elmogy
2020-12-23
Efficient and Visualizable Convolutional Neural Networks for COVID-19 Classification Using Chest CT
Aksh GargSana SalehiMarianna La RoccaRachael GarnerDominique Duncan
2020-12-22
Cloud removal in remote sensing images using generative adversarial networks and SAR-to-optical image translation
Faramarz Naderi DarbaghshahiMohammad Reza MohammadiMohsen Soryani
2020-12-22
Applying Wav2vec2.0 to Speech Recognition in Various Low-resource Languages
Cheng YiJianzhong WangNing ChengShiyu ZhouBo Xu
2020-12-22
Learning Lyapunov Functions for Hybrid Systems
Shaoru ChenMahyar FazlyabManfred MorariGeorge J. PappasVictor M. Preciado
2020-12-22
Fast Fluid Simulations in 3D with Physics-Informed Deep Learning
| Nils WandelMichael WeinmannReinhard Klein
2020-12-22
FcaNet: Frequency Channel Attention Networks
| Zequn QinPengyi ZhangFei WuXi Li
2020-12-22
Universal Approximation Properties for ODENet and ResNet
Yuto AizawaMasato Kimura
2020-12-22
Online Bag-of-Visual-Words Generation for Unsupervised Representation Learning
| Spyros GidarisAndrei BursucGilles PuyNikos KomodakisMatthieu CordPatrick Pérez
2020-12-21
LQF: Linear Quadratic Fine-Tuning
Alessandro AchilleAditya GolatkarAvinash RavichandranMarzia PolitoStefano Soatto
2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation
Yuval NirkinLior WolfTal Hassner
2020-12-21
Contraband Materials Detection Within Volumetric 3D Computed Tomography Baggage Security Screening Imagery
Qian WangToby P. Breckon
2020-12-21
Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks
Quynh NguyenMarco MondelliGuido Montufar
2020-12-21
AdnFM: An Attentive DenseNet based Factorization Machine for CTR Prediction
Kai WangChunxu ShenWenye Ma
2020-12-20
Color Channel Perturbation Attacks for Fooling Convolutional Neural Networks and A Defense Against Such Attacks
| Jayendra KantipudiShiv Ram DubeySoumendu Chakraborty
2020-12-20
Object Detection based on OcSaFPN in Aerial Images with Noise
Chengyuan LiJun LiuHailong HongWenju MaoChenjie WangChudi HuXin SuBin Luo
2020-12-18
ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on
| Gaurav KuppaAndrew JongVera LiuZiwei LiuTeng-Sheng Moh
2020-12-18
Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose Annotations
| Adel AhmadyanLiangkai ZhangJianing WeiArtsiom AblavatskiMatthias Grundmann
2020-12-18
Parallel WaveNet conditioned on VAE latent vectors
Jonas RohnkeTom MerrittJaime Lorenzo-TruebaAdam GabrysVatsal AggarwalAlexis MoinetRoberto Barra-Chicote
2020-12-17
Reduced Order Modeling using Shallow ReLU Networks with Grassmann Layers
Kayla BollingerHayden Schaeffer
2020-12-17
StrokeGAN: Reducing Mode Collapse in Chinese Font Generation via Stroke Encoding
| Jinshan ZengQi ChenYunxin LiuMingwen WangYuan YAO
2020-12-16
Visually Grounding Instruction for History-Dependent Manipulation
Hyemin AhnObin KwonKyoungdo KimDongheui LeeSonghwai Oh
2020-12-16
Transfer Learning Through Weighted Loss Function and Group Normalization for Vessel Segmentation from Retinal Images
| Abdullah SarhanJon RokneReda AlhajjAndrew Crichton
2020-12-16
Automated Multi-Channel Segmentation for the 4D Myocardial Velocity Mapping Cardiac MR
Yinzhe WuSuzan HatipogluDiego Alonso-ÁlvarezPeter GatehouseDavid FirminJennifer KeeganGuang Yang
2020-12-16
Approximation of BV functions by neural networks: A regularity theory approach
Benny AvelinVesa Julin
2020-12-15
Objective-Based Hierarchical Clustering of Deep Embedding Vectors
Stanislav NaumovGrigory YaroslavtsevDmitrii Avdiukhin
2020-12-15
HR-Depth: High Resolution Self-Supervised Monocular Depth Estimation
| Xiaoyang LyuLiang LiuMengmeng WangXin KongLina LiuYong liuXinxin ChenYi Yuan
2020-12-14
TDAF: Top-Down Attention Framework for Vision Tasks
Bo PangYizhuo LiJiefeng LiMuchen LiHanwen CaoCewu Lu
2020-12-14
Morphology on categorical distributions
Silas Nyboe ØrtingHans Jacob Teglbjærg StephensenJon Sporring
2020-12-14
Policy Gradient RL Algorithms as Directed Acyclic Graphs
| Juan Jose Garau Luis
2020-12-14
Galaxy Morphology Classification using Neural Ordinary Differential Equations
Raghav GuptaP. K. SrijithShantanu Desai
2020-12-14
Quantizing data for distributed learning
Osama A. HannaYahya H. EzzeldinChristina FragouliSuhas Diggavi
2020-12-14
Small Covers for Near-Zero Sets of Polynomials and Learning Latent Variable Models
Ilias DiakonikolasDaniel M. Kane
2020-12-14
MSAF: Multimodal Split Attention Fusion
| Lang SuChuqing HuGuofa LiDongpu Cao
2020-12-13
MiniVLM: A Smaller and Faster Vision-Language Model
JianFeng WangXiaowei HuPengchuan ZhangXiujun LiLijuan WangLei ZhangJianfeng GaoZicheng Liu
2020-12-13
EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search
| Wenqiang ZhangJiemin FangXinggang WangWenyu Liu
2020-12-13
Learning Heatmap-Style Jigsaw Puzzles Provides Good Pretraining for 2D Human Pose Estimation
Kun ZhangRui WuPing YaoKai DengDing LiRenbiao LiuChuanguang YangGe ChenMin DuTianyao Zheng
2020-12-13
CHS-Net: A Deep learning approach for hierarchical segmentation of COVID-19 infected CT images
Narinder Singh PunnSonali Agarwal
2020-12-13
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation
| Golnaz GhiasiYin CuiAravind SrinivasRui QianTsung-Yi LinEkin D. CubukQuoc V. LeBarret Zoph
2020-12-13
Using Restricted Boltzmann Machines to Model Molecular Geometries
| Peter NekrasovJessica FreezeVictor Batista
2020-12-13
Neural network approaches to point lattice decoding
Vincent CorlayJoseph J. BoutrosPhilippe CiblatLoïc Brunel
2020-12-13
PAIRS AutoGeo: an Automated Machine Learning Framework for Massive Geospatial Data
Wang ZhouLevente J. KleinSiyuan Lu
2020-12-12
Delay Differential Neural Networks
Srinivas AnumasaP. K. Srijith
2020-12-12
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models
| Tianlong ChenJonathan FrankleShiyu ChangSijia LiuYang ZhangMichael CarbinZhangyang Wang
2020-12-12
CEM500K – A large-scale heterogeneous unlabeled cellular electron microscopy image dataset for deep learning
| Ryan W ConradKedar Narayan
2020-12-11
OPAC: Opportunistic Actor-Critic
Srinjoy RoySaptam BakshiTamal Maharaj
2020-12-11
A Multi-task Joint Framework for Real-time Person Search
Ye LiKangning YinJie LiangChunyu WangGuangqiang Yin
2020-12-11
ALReLU: A different approach on Leaky ReLU activation function to improve Neural Networks Performance
| Stamatis Mastromichalakis
2020-12-11
Full-Glow: Fully conditional Glow for more realistic image generation
| Moein SorkheiGustav Eje HenterHedvig Kjellström
2020-12-10
The Representation Power of Neural Networks: Breaking the Curse of Dimensionality
Moise BlanchardM. Amine Bennouna
2020-12-10
SE-ECGNet: A Multi-scale Deep Residual Network with Squeeze-and-Excitation Module for ECG Signal Classification
Haozhen ZhangWei ZhaoShuang Liu
2020-12-10
Automatic Micro-sleep Detection under Car-driving Simulation Environment using Night-sleep EEG
Young-Seok KweonGi-Hwan ShinHeon-Gyu KwakMinji Lee
2020-12-10
Super-resolution Guided Pore Detection for Fingerprint Recognition
Syeda Nyma FerdousAli DaboueiJeremy DawsonNasser M Nasrabadi
2020-12-10
Ensemble-CVDNet: A Deep Learning based End-to-End Classification Framework for COVID-19 Detection using Ensembles of Networks
Coşku ÖksüzOğuzhan UrhanMehmet Kemal Güllü
2020-12-09
Positional Encoding as Spatial Inductive Bias in GANs
Rui XuXintao WangKai ChenBolei ZhouChen Change Loy
2020-12-09
Lipschitz Regularized CycleGAN for Improving Semantic Robustness in Unpaired Image-to-image Translation
Zhiwei JiaBodi YuanKangkang WangHong WuDavid CliffordZhiqiang YuanHao Su
2020-12-09
Convex Regularization Behind Neural Reconstruction
Arda SahinerMorteza MardaniBatu OzturklerMert PilanciJohn Pauly
2020-12-09
Implicit Regularization in ReLU Networks with the Square Loss
Gal VardiOhad Shamir
2020-12-09
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification
| Yadong ZhangXin Chen
2020-12-09
Vulnerability Analysis of Face Morphing Attacks from Landmarks and Generative Adversarial Networks
| Eklavya SarkarPavel KorshunovLaurent ColboisSébastien Marcel
2020-12-09
Unsupervised Adversarial Domain Adaptation For Barrett's Segmentation
Numan CelikSoumya GuptaSharib AliJens Rittscher
2020-12-09
Deep Learning Segmentation of Complex Features in Atomic-Resolution Phase Contrast Transmission Electron Microscopy Images
| Robbie SadreColin OphusAnstasiia ButkoGunther H Weber
2020-12-09
Know Your Limits: Uncertainty Estimation with ReLU Classifiers Fails at Reliable OOD Detection
Dennis UlmerGiovanni Cinà
2020-12-09
Analyzing Finite Neural Networks: Can We Trust Neural Tangent Kernel Theory?
Mariia SeleznovaGitta Kutyniok
2020-12-08
Estimation of the Mean Function of Functional Data via Deep Neural Networks
Shuoyang WangGuanqun CaoZuofeng Shang
2020-12-08
Texture Transform Attention for Realistic Image Inpainting
Yejin KimManri CheonJunwoo Lee
2020-12-08
Towards speech enhancement using a variational U-Net architecture
Eike J. NustedeJörn Anemüller
2020-12-07
Traffic flow prediction using Deep Sedenion Networks
| Alabi BojesomoPanos LiatsisHasan Al Marzouqi
2020-12-07
CycleQSM: Unsupervised QSM Deep Learning using Physics-Informed CycleGAN
Gyutaek OhHyokyoung BaeHyun-Seo AhnSung-Hong ParkJong Chul Ye
2020-12-07
Learning Graph Neural Networks with Approximate Gradient Descent
Qunwei LiShaofeng ZouWenliang Zhong
2020-12-07
Deep Neural Network Training without Multiplications
Tsuguo Mogami
2020-12-07
Efficient Reservoir Management through Deep Reinforcement Learning
Xinrun WangTarun NairHaoyang LiYuh Sheng Reuben WongNachiket KelkarSrinivas VaidyanathanRajat NayakBo AnJagdish KrishnaswamyMilind Tambe
2020-12-07
Using previous acoustic context to improve Text-to-Speech synthesis
Pilar Oplustil-GallegosSimon King
2020-12-07
The Role of Regularization in Shaping Weight and Node Pruning Dependency and Dynamics
Yael Ben-GuiguiJacob GoldbergerTammy Riklin-Raviv
2020-12-07
Statistical Mechanics of Deep Linear Neural Networks: The Back-Propagating Renormalization Group
Qianyi LiHaim Sompolinsky
2020-12-07
EXTENDING CONDITIONAL CONVOLUTION STRUCTURES FOR ENHANCING MULTITASKING CONTINUAL LEARNING
| Cheng-Hao TuCheng-En WuChu-Song Chen
2020-12-07
DiffPrune: Neural Network Pruning with Deterministic Approximate Binary Gates and $L_0$ Regularization
| Yaniv Shulman
2020-12-07
Esophageal Tumor Segmentation in CT Images using Dilated Dense Attention Unet (DDAUnet)
| Sahar YousefiHessam SokootiMohamed S. ElmahdyIrene M. LipsMohammad T. Manzuri ShalmaniRoel T. ZinkstokFrank J. W. M. DankersMarius Staring
2020-12-06
An Uncertainty-Driven GCN Refinement Strategy for Organ Segmentation
| Roger D. Soberanis-MukulNassir NavabShadi Albarqouni
2020-12-06
ParaNet: Deep Regular Representation for 3D Point Clouds
Qijian ZhangJunhui HouYue QianJuyong ZhangYing He
2020-12-05
MyFood: A Food Segmentation and Classification System to Aid Nutritional Monitoring
Charles N. C. FreitasFilipe R. CordeiroValmir Macario
2020-12-05
Parallel Blockwise Knowledge Distillation for Deep Neural Network Compression
| Cody BlakeneyXiaomin LiYan YanZiliang Zong
2020-12-05
When does gradient descent with logistic loss find interpolating two-layer networks?
Niladri S. ChatterjiPhilip M. LongPeter L. Bartlett
2020-12-04
Towards Good Practices of U-Net for Traffic Forecasting
| Jingwei XuJianjin ZhangZhiyu YaoYunbo Wang
2020-12-04
Effect of the initial configuration of weights on the training and function of artificial neural networks
R. J. JesusM. L. AntunesR. A. da CostaS. N. DorogovtsevJ. F. F. MendesR. L. Aguiar
2020-12-04
Towards Natural Robustness Against Adversarial Examples
Haoyu ChuShikui WeiYao Zhao
2020-12-04
On the Surprising Efficiency of Committee-based Models
Xiaofang WangDan KondratyukEric ChristiansenKris M. KitaniYair Movshovitz-AttiasElad Eban
2020-12-03
AugSplicing: Synchronized Behavior Detection in Streaming Tensors
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