Residual Network

Introduced by He et al. in Deep Residual Learning for Image Recognition

Residual Networks, or ResNets, learn residual functions with reference to the layer inputs, instead of learning unreferenced functions. Instead of hoping each few stacked layers directly fit a desired underlying mapping, residual nets let these layers fit a residual mapping. They stack residual blocks ontop of each other to form network: e.g. a ResNet-50 has fifty layers using these blocks.

Formally, denoting the desired underlying mapping as $\mathcal{H}(x)$, we let the stacked nonlinear layers fit another mapping of $\mathcal{F}(x):=\mathcal{H}(x)-x$. The original mapping is recast into $\mathcal{F}(x)+x$.

There is empirical evidence that these types of network are easier to optimize, and can gain accuracy from considerably increased depth.

Source: Deep Residual Learning for Image Recognition

Latest Papers

PAPER DATE
Continuous-in-Depth Neural Networks
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2020-08-05
Making Coherence Out of Nothing At All: Measuring the Evolution of Gradient Alignment
Satrajit ChatterjeePiotr Zielinski
2020-08-03
ResNet50_on_Cifar_100_Without_Transfer_Learning
| Batuhan Bayraktar
2020-08-03
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification
Linchuan XuJun HuangAtsushi NitandaRyo AsaokaKenji Yamanishi
2020-07-31
Generative Classifiers as a Basis for Trustworthy Computer Vision
Radek MackowiakLynton ArdizzoneUllrich KötheCarsten Rother
2020-07-29
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
Right for the Right Reason: Making Image Classification Robust
Anna NguyenAdrian OberföllMichael Färber
2020-07-23
Effects of Approximate Multiplication on Convolutional Neural Networks
Min Soo KimAlberto A. Del BarrioHyunJin KimNader Bagherzadeh
2020-07-20
Generative Pretraining from Pixels
| Mark ChenAlec RadfordRewon ChildJeff WuHeewoo JunPrafulla DhariwalDavid LuanIlya Sutskever
2020-07-17
Finding Non-Uniform Quantization Schemes using Multi-Task Gaussian Processes
Marcelo Gennari do NascimentoTheo W. CostainVictor Adrian Prisacariu
2020-07-15
Add a SideNet to your MainNet
Adrien Morisot
2020-07-14
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
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
Robust Re-Identification by Multiple Views Knowledge Distillation
| Angelo PorrelloLuca BergaminiSimone Calderara
2020-07-08
Deep Ensemble Analysis for Imaging X-ray Polarimetry
A. L. PeirsonR. W. RomaniH. L. MarshallJ. F. SteinerL. Baldini
2020-07-08
Towards an Understanding of Residual Networks Using Neural Tangent Hierarchy (NTH)
Yuqing LiTao LuoNung Kwan Yip
2020-07-07
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
Multimodal Transformer for Multimodal Machine Translation
Shaowei YaoXiaojun Wan
2020-07-01
Deep Isometric Learning for Visual Recognition
| Haozhi QiChong YouXiaolong WangYi MaJitendra Malik
2020-06-30
Improving robustness against common corruptions by covariate shift adaptation
Steffen SchneiderEvgenia RusakLuisa EckOliver BringmannWieland BrendelMatthias Bethge
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
Parametric Instance Classification for Unsupervised Visual Feature Learning
Yue CaoZhenda XieBin LiuYutong LinZheng ZhangHan Hu
2020-06-25
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
NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks
| Eugene LeeChen-Yi Lee
2020-06-23
Efficient Integer-Arithmetic-Only Convolutional Neural Networks
Hengrui ZhaoDong LiuHouqiang Li
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. LeVo Trung NhanNam Thoai
2020-06-20
On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems
Panayotis MertikopoulosNadav HallakAli KavisVolkan Cevher
2020-06-19
Big Self-Supervised Models are Strong Semi-Supervised Learners
| Ting ChenSimon KornblithKevin SwerskyMohammad NorouziGeoffrey Hinton
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
Directional Pruning of Deep Neural Networks
| Shih-Kang ChaoZhanyu WangYue XingGuang Cheng
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
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
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
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
Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification
Neil VaughanBogdan Gabrys
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
Bombus Species Image Classification
Venkat MargapuriGeorge LavezziRobert StewartDan Wagner
2020-06-09
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
A Framework for Neural Network Pruning Using Gibbs Distributions
Alex LabachShahrokh Valaee
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
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning
Robert MüllerFabian RitzSteffen IlliumClaudia Linnhoff-Popien
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
Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE
| Juntang ZhuangNicha DvornekXiaoxiao LiSekhar TatikondaXenophon PapademetrisJames Duncan
2020-06-03
Interpretation of ResNet by Visualization of Preferred Stimulus in Receptive Fields
Genta KobayashiHayaru Shouno
2020-06-02
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
Low-Rank Compression of Neural Nets: Learning the Rank of Each Layer
Yerlan Idelbayev Miguel A. Carreira-Perpinan
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
ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning
| Zhewei YaoAmir GholamiSheng ShenKurt KeutzerMichael W. Mahoney
2020-06-01
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
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
Towards the Infeasibility of Membership Inference on Deep Models
Shahbaz RezaeiXin Liu
2020-05-27
CLOCS: Contrastive Learning of Cardiac Signals
Dani KiyassehTingting ZhuDavid A. Clifton
2020-05-27
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
Synthesizing Unrestricted False Positive Adversarial Objects Using Generative Models
Martin KotuliakSandro E. SchoenbornAndrei Dan
2020-05-19
Joint Multi-Dimension Pruning
Zechun LiuXiangyu ZhangZhiqiang ShenZhe LiYichen WeiKwang-Ting ChengJian Sun
2020-05-18
Cross-filter compression for CNN inference acceleration
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2020-05-18
Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
Michael W. DusenberryGhassen JerfelYeming WenYi-an MaJasper SnoekKatherine HellerBalaji LakshminarayananDustin Tran
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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
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
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DMCP: Differentiable Markov Channel Pruning for Neural Networks
| Shaopeng GuoYujie WangQuanquan LiJunjie Yan
2020-05-07
AutoSpeech: Neural Architecture Search for Speaker Recognition
| Shaojin DingTianlong ChenXinyu GongWeiwei ZhaZhangyang Wang
2020-05-07
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices
Chunjie LuoXiwen HeJianfeng ZhanLei WangWanling GaoJiahui Dai
2020-05-07
Diagnosing the Environment Bias in Vision-and-Language Navigation
| Yubo ZhangHao TanMohit Bansal
2020-05-06
Time Dependence in Non-Autonomous Neural ODEs
Jared Quincy DavisKrzysztof ChoromanskiJake VarleyHonglak LeeJean-Jacques SlotineValerii LikhosterovAdrian WellerAmeesh MakadiaVikas Sindhwani
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Automatic Plant Image Identification of Vietnamese species using Deep Learning Models
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2020-05-05
Adaptive Low-Rank Factorization to regularize shallow and deep neural networks
Mohammad Mahdi BejaniMehdi Ghatee
2020-05-05
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation
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2020-05-04
Explaining How Deep Neural Networks Forget by Deep Visualization
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DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation
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2020-04-28
Differentiable Adaptive Computation Time for Visual Reasoning
| Cristobal EyzaguirreAlvaro Soto
2020-04-27
On the safety of vulnerable road users by cyclist orientation detection using Deep Learning
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2020-04-25
Ultra Fast Structure-aware Deep Lane Detection
| Zequn QinHuanyu WangXi Li
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Depth-Wise Neural Architecture Search
| Artur JordaoFernando AkioMaiko LieWilliam Robson Schwartz
2020-04-23
Supervised Contrastive Learning
| Prannay KhoslaPiotr TeterwakChen WangAaron SarnaYonglong TianPhillip IsolaAaron MaschinotCe LiuDilip Krishnan
2020-04-23
Automated diagnosis of COVID-19 with limited posteroanterior chest X-ray images using fine-tuned deep neural networks
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2020-04-23
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
Automatic Polyp Segmentation Using Convolutional Neural Networks
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
DyNet: Dynamic Convolution for Accelerating Convolutional Neural Networks
Yikang ZhangJian ZhangQiang WangZhao Zhong
2020-04-22
Automated Detection of Rest Disruptions in Critically Ill Patients
Vasundhra IyengarAzra BihoracParisa Rashidi
2020-04-21
Deep-COVID: Predicting COVID-19 From Chest X-Ray Images Using Deep Transfer Learning
| Shervin MinaeeRahele KafiehMilan SonkaShakib YazdaniGhazaleh Jamalipour Soufi
2020-04-20
BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient
| Behzad HasaniPooran Singh NegiMohammad H. Mahoor
2020-04-18
ESResNet: Environmental Sound Classification Based on Visual Domain Models
| Andrey GuzhovFederico RaueJörn HeesAndreas Dengel
2020-04-15
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2020-04-14
Transfer Learning with Deep Convolutional Neural Network (CNN) for Pneumonia Detection using Chest X-ray
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2020-04-14
k-decay: A New Method For Learning Rate Schedule
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Multilevel Minimization for Deep Residual Networks
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Dynamic R-CNN: Towards High Quality Object Detection via Dynamic Training
| Hongkai ZhangHong ChangBingpeng MaNaiyan WangXilin Chen
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Detection of Covid-19 From Chest X-ray Images Using Artificial Intelligence: An Early Review
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Improved Residual Networks for Image and Video Recognition
| Ionut Cosmin DutaLi LiuFan ZhuLing Shao
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Pixel Consensus Voting for Panoptic Segmentation
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2020-04-02
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SPARE3D: A Dataset for SPAtial REasoning on Three-View Line Drawings
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How Not to Give a FLOP: Combining Regularization and Pruning for Efficient Inference
| Tai VuEmily WenRoy Nehoran
2020-03-30
Algorithm-Based Fault Tolerance for Convolutional Neural Networks
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2020-03-27
Milking CowMask for Semi-Supervised Image Classification
| Geoff FrenchAvital OliverTim Salimans
2020-03-26
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network
Hao TungChao ZhengXinsheng MaoDahong Qian
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EPSNet: Efficient Panoptic Segmentation Network with Cross-layer Attention Fusion
Chia-Yuan ChangShuo-En ChangPei-Yung HsiaoLi-Chen Fu
2020-03-23
Meta Pseudo Labels
Hieu PhamQizhe XieZihang DaiQuoc V. Le
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
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
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
STH: Spatio-Temporal Hybrid Convolution for Efficient Action Recognition
Xu LiJingwen WangLin MaKaihao ZhangFengzong LianZhanhui KangJinjun Wang
2020-03-18
Revisiting the Sibling Head in Object Detector
| Guanglu SongYu LiuXiaogang Wang
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Weak and Strong Gradient Directions: Explaining Memorization, Generalization, and Hardness of Examples at Scale
Piotr ZielinskiShankar KrishnanSatrajit Chatterjee
2020-03-16
What Information Does a ResNet Compress?
Luke Nicholas DarlowAmos Storkey
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Edge-Tailored Perception: Fast Inferencing in-the-Edge with Efficient Model Distribution
Ramyad HadidiBahar AsgariJiashen CaoYounmin BaeHyojong KimMichael S. RyooHyesoon Kim
2020-03-13
PointINS: Point-based Instance Segmentation
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Analyzing Visual Representations in Embodied Navigation Tasks
Erik WijmansJulian StraubDhruv BatraIrfan EssaJudy HoffmanAri Morcos
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
Improved Baselines with Momentum Contrastive Learning
| Xinlei ChenHaoqi FanRoss GirshickKaiming He
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SalsaNext: Fast, Uncertainty-aware Semantic Segmentation of LiDAR Point Clouds for Autonomous Driving
| Tiago CortinhalGeorge TzelepisEren Erdal Aksoy
2020-03-07
Automated detection of corrosion in used nuclear fuel dry storage canisters using residual neural networks
Theodore PapamarkouHayley GuyBryce KroenckeJordan MillerPreston RobinetteDaniel SchultzJacob HinkleLaura PullumCatherine SchumanJeremy RenshawStylianos Chatzidakis
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Plant Disease Detection from Images
Anjaneya Teja Sarma Kalvakolanu
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Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection
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Identity Recognition in Intelligent Cars with Behavioral Data and LSTM-ResNet Classifier
Michael HammannMaximilian KrausSina ShafaeiAlois Knoll
2020-03-02
Channel Equilibrium Networks for Learning Deep Representation
Wenqi ShaoShitao TangXingang PanPing TanXiaogang WangPing Luo
2020-02-29
Training BatchNorm and Only BatchNorm: On the Expressive Power of Random Features in CNNs
| Jonathan FrankleDavid J. SchwabAri S. Morcos
2020-02-29
FMix: Enhancing Mixed Sample Data Augmentation
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Invariance vs. Robustness Trade-Off in Neural Networks
Sandesh KamathAmit DeshpandeK V Subrahmanyam
2020-02-26
Adversarial Perturbations Prevail in the Y-Channel of the YCbCr Color Space
Camilo PestanaNaveed AkhtarWei LiuDavid GlanceAjmal Mian
2020-02-25
On Feature Normalization and Data Augmentation
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2020-02-25
A Practical Privacy-preserving Method in Federated Deep Learning
Yan FengXue YangWeijun FangShu-Tao XiaXiaohu TangJun ShaoTao Xiong
2020-02-23
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks
Sai Aparna AketiSourjya RoyAnand RaghunathanKaushik Roy
2020-02-23
DIHARD II is Still Hard: Experimental Results and Discussions from the DKU-LENOVO Team
Qingjian LinWeicheng CaiLin YangJunjie WangJun ZhangMing Li
2020-02-23
TFApprox: Towards a Fast Emulation of DNN Approximate Hardware Accelerators on GPU
| Filip VaverkaVojtech MrazekZdenek VasicekLukas Sekanina
2020-02-21
MaxUp: A Simple Way to Improve Generalization of Neural Network Training
Chengyue GongTongzheng RenMao YeQiang Liu
2020-02-20
Knapsack Pruning with Inner Distillation
Yonathan AflaloAsaf NoyMing LinItamar FriedmanLihi Zelnik
2020-02-19
Modelling response to trypophobia trigger using intermediate layers of ImageNet networks
Piotr WoźnickiMichał KuźbaPiotr Migdał
2020-02-19
Picking Winning Tickets Before Training by Preserving Gradient Flow
| Chaoqi WangGuodong ZhangRoger Grosse
2020-02-18
Learning Architectures for Binary Networks
| Dahyun KimKunal Pratap SinghJonghyun Choi
2020-02-17
Active Bayesian Assessment for Black-Box Classifiers
| Disi JiRobert L. Logan IVPadhraic SmythMark Steyvers
2020-02-16
Multi-Task Siamese Neural Network for Improving Replay Attack Detection
Patrick von PlatenFei TaoGokhan Tur
2020-02-16
Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterances
Aleksei GusevVladimir VolokhovTseren AndzhukaevSergey NovoselovGalina LavrentyevaMarina VolkovaAlice GazizullinaAndrey ShulipaArtem GorlanovAnastasia AvdeevaArtem IvanovAlexander KozlovTimur PekhovskyYuri Matveev
2020-02-14
Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets
Dongxian WuYisen WangShu-Tao XiaJames BaileyXingjun Ma
2020-02-14
The use of Convolutional Neural Networks for signal-background classification in Particle Physics experiments
Venkitesh AyyarWahid BhimjiLisa GerhardtSally RobertsonZahra Ronaghi
2020-02-13
A Simple Framework for Contrastive Learning of Visual Representations
| Ting ChenSimon KornblithMohammad NorouziGeoffrey Hinton
2020-02-13
Cross-Iteration Batch Normalization
| Zhuliang YaoYue CaoShuxin ZhengGao HuangStephen Lin
2020-02-13
Physical Accuracy of Deep Neural Networks for 2D and 3D Multi-Mineral Segmentation of Rock micro-CT Images
Ying Da WangMehdi ShabaninejadRyan T. ArmstrongPeyman Mostaghimi
2020-02-13
Lookahead: a Far-Sighted Alternative of Magnitude-based Pruning
| Sejun ParkJaeho LeeSangwoo MoJinwoo Shin
2020-02-12
Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator
Mohamed S. AbdelfattahŁukasz DudziakThomas ChauRoyson LeeHyeji KimNicholas D. Lane
2020-02-11
The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification
| Dongliang ChangYifeng DingJiyang XieAyan Kumar BhuniaXiaoxu LiZhanyu MaMing WuJun GuoYi-Zhe Song
2020-02-11
CIFAR-10 Image Classification Using Feature Ensembles
Felipe O. GiusteJuan C. Vizcarra
2020-02-07
3D ResNet with Ranking Loss Function for Abnormal Activity Detection in Videos
Shikha DubeyAbhijeet BoraguleMoongu Jeon
2020-02-04
Robust Decoy-enhanced Saliency Maps
Yang LuWenbo GuoXinyu XingWilliam Stafford Noble
2020-02-03
Non-linear Neurons with Human-like Apical Dendrite Activations
Mariana-Iuliana GeorgescuRadu Tudor IonescuNicolae-Catalin RisteaNicu Sebe
2020-02-02
Non-Determinism in TensorFlow ResNets
Miguel MorinMatthew Willetts
2020-01-30
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks
Souvik KunduMahdi NazemiMassoud PedramKeith M. ChuggPeter A. Beerel
2020-01-29
MCSAE: Masked Cross Self-Attentive Encoding for Speaker Embedding
Soonshin SeoJi-Hwan Kim
2020-01-28
Performance of a Deep Neural Network at Detecting North Atlantic Right Whale Upcalls
Oliver S. KirsebomFabio FrazaoYvan SimardNathalie RoyStan MatwinSamuel Giard
2020-01-24
On generalized residue network for deep learning of unknown dynamical systems
Zhen ChenDongbin Xiu
2020-01-23
Pruning CNN's with linear filter ensembles
Csanád SándorSzabolcs PávelLehel Csató
2020-01-22
UniPose: Unified Human Pose Estimation in Single Images and Videos
Bruno ArtachoAndreas Savakis
2020-01-22
AutoFCL: Automatically Tuning Fully Connected Layers for Handling Small Dataset
S. H. Shabbeer BashaSravan Kumar VinakotaShiv Ram DubeyViswanath PulabaigariSnehasis Mukherjee
2020-01-22
Deep Residual Flow for Out of Distribution Detection
| Ev ZisselmanAviv Tamar
2020-01-15
Backward Feature Correction: How Deep Learning Performs Deep Learning
Zeyuan Allen-ZhuYuanzhi Li
2020-01-13
Multi-Scale Weight Sharing Network for Image Recognition
Shubhra AichIan StavnessYasuhiro TaniguchiMasaki Yamazaki
2020-01-09
MatrixNets: A New Scale and Aspect Ratio Aware Architecture for Object Detection
| Abdullah RashwanRishav AgarwalAgastya KalraPascal Poupart
2020-01-09
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification
| Yixiao GeDapeng ChenHongsheng Li
2020-01-06
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation
| Hao ChenKunyang SunZhi TianChunhua ShenYongming HuangYouliang Yan
2020-01-02
Auto Network Compression with Cross-Validation Gradient
Anonymous
2020-01-01
Robustness and/or Redundancy Emerge in Overparametrized Deep Neural Networks
Anonymous
2020-01-01
ShardNet: One Filter Set to Rule Them All
Anonymous
2020-01-01
Forecasting Deep Learning Dynamics with Applications to Hyperparameter Tuning
Anonymous
2020-01-01
Invariance vs Robustness of Neural Networks
Anonymous
2020-01-01
The Sooner The Better: Investigating Structure of Early Winning Lottery Tickets
Anonymous
2020-01-01
STABILITY AND CONVERGENCE THEORY FOR LEARNING RESNET: A FULL CHARACTERIZATION
Anonymous
2020-01-01
Channel Equilibrium Networks
Anonymous
2020-01-01
Differentiable Architecture Compression
Shashank SinghAshish KhetanZohar Karnin
2020-01-01
Insights on Visual Representations for Embodied Navigation Tasks
Erik WijmansJulian StraubIrfan EssaDhruv BatraJudy HoffmanAri Morcos
2020-01-01
Towards understanding the true loss surface of deep neural networks using random matrix theory and iterative spectral methods
Diego GranziolTimur GaripovDmitry VetrovStefan ZohrenStephen RobertsAndrew Gordon Wilson
2020-01-01
Deep Mining: Detecting Anomalous Patterns in Neural Network Activations with Subset Scanning
| Skyler SpeakmanCelia CintasVictor AkinwandeSrihari SridharanEdward McFowland III
2020-01-01
UW-NET: AN INCEPTION-ATTENTION NETWORK FOR UNDERWATER IMAGE CLASSIFICATION
Miao Yang and Ke HuChongyi LiZhiqiang Wei
2020-01-01
FNNP: Fast Neural Network Pruning Using Adaptive Batch Normalization
Anonymous
2020-01-01
Data-Efficient Image Recognition with Contrastive Predictive Coding
Anonymous
2020-01-01
Drawing Early-Bird Tickets: Toward More Efficient Training of Deep Networks
| Anonymous
2020-01-01
Newton Residual Learning
Anonymous
2020-01-01
Neural Machine Translation with Universal Visual Representation
| Anonymous
2020-01-01
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
Anonymous
2020-01-01
Rethinking the Security of Skip Connections in ResNet-like Neural Networks
Anonymous
2020-01-01
Resizable Neural Networks
Anonymous
2020-01-01
DyNet: Dynamic Convolution for Accelerating Convolution Neural Networks
Anonymous
2020-01-01
Additive Powers-of-Two Quantization: A Non-uniform Discretization for Neural Networks
Anonymous
2020-01-01
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction
| Sangdon ParkOsbert BastaniNikolai MatniInsup Lee
2019-12-31
Deep-learning Architecture for Short-term Passenger Flow Forecasting in Urban Rail Transit
Jinlei ZhangFeng ChenYadi ZhuYinan Guo
2019-12-29
Pipelined Training with Stale Weights of Deep Convolutional Neural Networks
Lifu ZhangTarek S. Abdelrahman
2019-12-29
Big Transfer (BiT): General Visual Representation Learning
| Alexander KolesnikovLucas BeyerXiaohua ZhaiJoan PuigcerverJessica YungSylvain GellyNeil Houlsby
2019-12-24
A Robust and Precise ConvNet for small non-coding RNA classification (RPC-snRC)
Muhammad Nabeel AsimaMuhammad Imran MalikAndreas DengelaSheraz Ahmed
2019-12-23
CoulGAT: An Experiment on Interpretability of Graph Attention Networks
| Burc Gokden
2019-12-18
ResNetX: a more disordered and deeper network architecture
Wenfeng FengXin ZhangGuangpeng Zhao
2019-12-18
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax
Karan JakharRohit BajajRuchika Gupta
2019-12-16
TopoAct: Visually Exploring the Shape of Activations in Deep Learning
Archit RathoreNithin ChalapathiSourabh PalandeBei Wang
2019-12-13
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation
| Hao TangHong LiuNicu Sebe
2019-12-12
STEERAGE: Synthesis of Neural Networks Using Architecture Search and Grow-and-Prune Methods
Shayan HassantabarXiaoliang DaiNiraj K. Jha
2019-12-12
Fine-grained Classification of Rowing teams
M. J. A. van WezelL. J. HamburgerY. Napolean
2019-12-11
RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation
| Shaoru WangYongchao GongJunliang XingLichao HuangChang HuangWeiming Hu
2019-12-11
Self-Driving Car Steering Angle Prediction Based on Image Recognition
Shuyang DuHaoli GuoAndrew Simpson
2019-12-11
AugFPN: Improving Multi-scale Feature Learning for Object Detection
| Chaoxu GuoBin FanQian ZhangShiming XiangChunhong Pan
2019-12-11
VIBE: Video Inference for Human Body Pose and Shape Estimation
| Muhammed KocabasNikos AthanasiouMichael J. Black
2019-12-11
Frivolous Units Help to Explain Non-Overfitting in Overparametrized Deep Neural Networks
Stephen CasperXavier BoixVanessa D'AmarioLing GuoMartin SchrimpfKasper VinkenGabriel Kreiman
2019-12-10
SOLO: Segmenting Objects by Locations
| Xinlong WangTao KongChunhua ShenYuning JiangLei Li
2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization
| Xianzhi DuTsung-Yi LinPengchong JinGolnaz GhiasiMingxing TanYin CuiQuoc V. LeXiaodan Song
2019-12-10
Decision Support System for Detection and Classification of Skin Cancer using CNN
Rishu GargSaumil MaheshwariAnupam Shukla
2019-12-09
Waterfall Atrous Spatial Pooling Architecture for Efficient Semantic Segmentation
Bruno ArtachoAndreas Savakis
2019-12-06
Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding
Zhiyang ZhangShihua Zhang
2019-12-05
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
| Dan HendrycksNorman MuEkin D. CubukBarret ZophJustin GilmerBalaji Lakshminarayanan
2019-12-05
Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection
| Shifeng ZhangCheng ChiYongqiang YaoZhen LeiStan Z. Li
2019-12-05
Deep Ensembles: A Loss Landscape Perspective
| Stanislav FortHuiyi HuBalaji Lakshminarayanan
2019-12-05
Self-Supervised Learning of Pretext-Invariant Representations
| Ishan MisraLaurens van der Maaten
2019-12-04
EmbedMask: Embedding Coupling for One-stage Instance Segmentation
| Hui YingZhaojin HuangShu LiuTianjia ShaoKun Zhou
2019-12-04
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning
Christian SchönJens Dittrich
2019-12-03
YOLACT++: Better Real-time Instance Segmentation
| Daniel BolyaChong ZhouFanyi XiaoYong Jae Lee
2019-12-03
Skeleton based Activity Recognition by Fusing Part-wise Spatio-temporal and Attention Driven Residues
Chhavi DhimanDinesh Kumar VishwakarmaParas Aggarwal
2019-12-02
Automated speech-based screening of depression using deep convolutional neural networks
Karol ChlastaKrzysztof WołkIzabela Krejtz
2019-12-02
ANODEV2: A Coupled Neural ODE Framework
| Tianjun ZhangZhewei YaoAmir GholamiJoseph E. GonzalezKurt KeutzerMichael W. MahoneyGeorge Biros
2019-12-01
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters
| Xia XiaoZigeng WangSanguthevar Rajasekaran
2019-12-01
ObjectNet: A large-scale bias-controlled dataset for pushing the limits of object recognition models
Andrei BarbuDavid MayoJulian AlverioWilliam LuoChristopher WangDan GutfreundJosh TenenbaumBoris Katz
2019-12-01
What's Hidden in a Randomly Weighted Neural Network?
| Vivek RamanujanMitchell WortsmanAniruddha KembhaviAli FarhadiMohammad Rastegari
2019-11-29
Data-Driven Compression of Convolutional Neural Networks
Ramit PahwaManoj Ghuhan ArivazhaganAnkur GargSiddarth KrishnamoorthyRohit SaxenaSunav Choudhary
2019-11-28
QKD: Quantization-aware Knowledge Distillation
Jangho KimYash BhalgatJinwon LeeChirag PatelNojun Kwak
2019-11-28
GhostNet: More Features from Cheap Operations
| Kai HanYunhe WangQi TianJianyuan GuoChunjing XuChang Xu
2019-11-27
CSPNet: A New Backbone that can Enhance Learning Capability of CNN
| Chien-Yao WangHong-Yuan Mark LiaoI-Hau YehYueh-Hua WuPing-Yang ChenJun-Wei Hsieh
2019-11-27
Structured Multi-Hashing for Model Compression
Elad EbanYair Movshovitz-AttiasHao WuMark SandlerAndrew PoonYerlan IdelbayevMiguel A. Carreira-Perpinan
2019-11-25
Constrained Linear Data-feature Mapping for Image Classification
Juncai HeYuyan ChenLian ZhangJinchao Xu
2019-11-23
MSD: Multi-Self-Distillation Learning via Multi-classifiers within Deep Neural Networks
Yunteng LuanHanyu ZhaoZhi YangYafei Dai
2019-11-21
An End-to-End Audio Classification System based on Raw Waveforms and Mix-Training Strategy
Jiaxu ChenJing HaoKai ChenDi XieShicai YangShiliang Pu
2019-11-21
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks
| Saurabh SinghShankar Krishnan
2019-11-21
Learning Spatial Fusion for Single-Shot Object Detection
| Songtao LiuDi HuangYunhong Wang
2019-11-21
Experimental Exploration of Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire Detection
Ganesh Samarth C. A.Neelanjan BhowmikToby P. Breckon
2019-11-20
Real-time Scene Text Detection with Differentiable Binarization
| Minghui LiaoZhaoyi WanCong YaoKai ChenXiang Bai
2019-11-20
Differentiating Features for Scene Segmentation Based on Dedicated Attention Mechanisms
Zhiqiang XiongZhicheng WangZhaohui YuXi Gu
2019-11-19
KISS: Keeping It Simple for Scene Text Recognition
| Christian BartzJoseph BethgeHaojin YangChristoph Meinel
2019-11-19
End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures
| Gabriel SynnaeveQiantong XuJacob KahnTatiana LikhomanenkoEdouard GraveVineel PratapAnuroop SriramVitaliy LiptchinskyRonan Collobert
2019-11-19
DirectPose: Direct End-to-End Multi-Person Pose Estimation
| Zhi TianHao ChenChunhua Shen
2019-11-18
SOGNet: Scene Overlap Graph Network for Panoptic Segmentation
| Yibo YangHongyang LiXia LiQijie ZhaoJianlong WuZhouchen Lin
2019-11-18
ELoPE: Fine-Grained Visual Classification with Efficient Localization, Pooling and Embedding
| Harald HanselmannHermann Ney
2019-11-17
Cross-modal supervised learning for better acoustic representations
Shaoyong JiaXin ShuYang YangDawei LiangQiyue LiuJunhui Liu
2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation
| Youngwan LeeJongyoul Park
2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation
| Youngwan LeeJongyoul Park
2019-11-15
Contrast Phase Classification with a Generative Adversarial Network
Yucheng TangHo Hin LeeYuchen XuOlivia TangYunqiang ChenDashan GaoShizhong HanRiqiang GaoCamilo BermudezMichael R. SavonaRichard G. AbramsonYuankai HuoBennett A. Landman
2019-11-14
Momentum Contrast for Unsupervised Visual Representation Learning
| Kaiming HeHaoqi FanYuxin WuSaining XieRoss Girshick
2019-11-13
Location-aware Upsampling for Semantic Segmentation
| Xiangyu HeZitao MoQiang ChenAnda ChengPeisong WangJian Cheng
2019-11-13
Image-Based Feature Representation for Insider Threat Classification
Gayathri R GAtul SajjanharYong Xiang
2019-11-13
Stronger Convergence Results for Deep Residual Networks: Network Width Scales Linearly with Training Data Size
Talha Cihad Gulcu
2019-11-11
Periodic Spectral Ergodicity: A Complexity Measure for Deep Neural Networks and Neural Architecture Search
| Mehmet SüzenJ. J. CerdàCornelius Weber
2019-11-10
DeepMask: an algorithm for cloud and cloud shadow detection in optical satellite remote sensing images using deep residual network
Ke XuKaiyu GuanJian PengYunan LuoSibo Wang
2019-11-09
Generalizing to unseen domains via distribution matching
| Isabela AlbuquerqueJoão MonteiroMohammad DarvishiTiago H. FalkIoannis Mitliagkas
2019-11-03
Multimodal Video-based Apparent Personality Recognition Using Long Short-Term Memory and Convolutional Neural Networks
Süleyman AslanUğur Güdükbay
2019-11-01
LeanConvNets: Low-cost Yet Effective Convolutional Neural Networks
Jonathan EphrathMoshe EliasofLars RuthottoEldad HaberEran Treister
2019-10-29
Skip-Clip: Self-Supervised Spatiotemporal Representation Learning by Future Clip Order Ranking
Alaaeldin El-NoubyShuangfei ZhaiGraham W. TaylorJoshua M. Susskind
2019-10-28
Consistency Regularization for Generative Adversarial Networks
Han ZhangZizhao ZhangAugustus OdenaHonglak Lee
2019-10-26
Emotion recognition with 4kresolution database
Qian Zheng
2019-10-24
Identification of primary angle-closure on AS-OCT images with Convolutional Neural Networks
Chenglang YuanCheng BianHongjian KangShu LiangKai MaYefeng Zheng
2019-10-23
4-Connected Shift Residual Networks
| Andrew BrownPascal MettesMarcel Worring
2019-10-22
Self-Correction for Human Parsing
| Peike LiYunqiu XuYunchao WeiYi Yang
2019-10-22
Directed-Weighting Group Lasso for Eltwise Blocked CNN Pruning
Ke ZhanShimiao JiangYu BaiYi LiXu LiuZhuoran Xu
2019-10-21
Conservation AI: Live Stream Analysis for the Detection of Endangered Species Using Convolutional Neural Networks and Drone Technology
C. ChalmersP. FergusSerge WichAday Curbelo Montanez
2019-10-16
How are attributes expressed in face DCNNs?
Prithviraj DharAnkan BansalCarlos D. CastilloJoshua GleasonP. Jonathon PhillipsRama Chellappa
2019-10-12
Aff-Wild Database and AffWildNet
Mengyao LiuDimitrios Kollias
2019-10-11
PipeMare: Asynchronous Pipeline Parallel DNN Training
Bowen YangJian ZhangJonathan LiChristopher RéChristopher R. AbergerChristopher De Sa
2019-10-09
On the adequacy of untuned warmup for adaptive optimization
| Jerry MaDenis Yarats
2019-10-09
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
| Qilong WangBanggu WuPengfei ZhuPeihua LiWangmeng ZuoQinghua Hu
2019-10-08
Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation
| Hang GaoXizhou ZhuSteve LinJifeng Dai
2019-10-07
SNDCNN: Self-normalizing deep CNNs with scaled exponential linear units for speech recognition
| Zhen HuangTim NgLeo LiuHenry MasonXiaodan ZhuangDaben Liu
2019-10-04
A Pre-defined Sparse Kernel Based Convolution for Deep CNNs
Souvik KunduSaurav PrakashHaleh AkramiPeter A. BeerelKeith M. Chugg
2019-10-02
Learning Rich Features at High-Speed for Single-Shot Object Detection
| Tiancai Wang Rao Muhammad Anwer Hisham Cholakkal Fahad Shahbaz Khan Yanwei Pang Ling Shao
2019-10-01
Small Steps and Giant Leaps: Minimal Newton Solvers for Deep Learning
Joao F. Henriques Sebastien Ehrhardt Samuel Albanie Andrea Vedaldi
2019-10-01
Localization of Deep Inpainting Using High-Pass Fully Convolutional Network
Haodong Li Jiwu Huang
2019-10-01
A Bayesian Optimization Framework for Neural Network Compression
Xingchen Ma Amal Rannen Triki Maxim Berman Christos Sagonas Jacques Cali Matthew B. Blaschko
2019-10-01
Adaptive Context Network for Scene Parsing
Jun Fu Jing Liu Yuhang Wang Yong Li Yongjun Bao Jinhui Tang Hanqing Lu
2019-10-01
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
| Xiaohua ZhaiJoan PuigcerverAlexander KolesnikovPierre RuyssenCarlos RiquelmeMario LucicJosip DjolongaAndre Susano PintoMaxim NeumannAlexey DosovitskiyLucas BeyerOlivier BachemMichael TschannenMarcin MichalskiOlivier BousquetSylvain GellyNeil Houlsby
2019-10-01
DSConv: Efficient Convolution Operator
Marcelo Gennari do Nascimento Roger Fawcett Victor Adrian Prisacariu
2019-10-01
Spatio-Temporal FAST 3D Convolutions for Human Action Recognition
Alexandros StergiouRonald Poppe
2019-09-30
RandAugment: Practical automated data augmentation with a reduced search space
| Ekin D. CubukBarret ZophJonathon ShlensQuoc V. Le
2019-09-30
Unsharp Masking Layer: Injecting Prior Knowledge in Convolutional Networks for Image Classification
| Jose Carranza-RojasSaul Calderon-RamirezAdán Mora-FallasMichael Granados-MenaniJordina Torrents-Barrena
2019-09-29
PolarMask: Single Shot Instance Segmentation with Polar Representation
| Enze XiePeize SunXiaoge SongWenhai WangDing LiangChunhua ShenPing Luo
2019-09-29
Balanced Binary Neural Networks with Gated Residual
| Mingzhu ShenXianglong LiuRuihao GongKai Han
2019-09-26
PyDEns: a Python Framework for Solving Differential Equations with Neural Networks
Alexander KoryaginRoman KhudorozkovSergey Tsimfer
2019-09-25
Residual Networks Behave Like Boosting Algorithms
Chapman Siu
2019-09-25
Fast and Accurate Convolutional Object Detectors for Real-time Embedded Platforms
Min-Kook ChoiJaehyung ParkHeechul JungJinhee LeeSoo-Heang Eo
2019-09-24
Object-Contextual Representations for Semantic Segmentation
| Yuhui YuanXilin ChenJingdong Wang
2019-09-24
Subsampling Generative Adversarial Networks: Density Ratio Estimation in Feature Space with Softplus Loss
| Xin DingZ. Jane WangWilliam J. Welch
2019-09-24
Timage -- A Robust Time Series Classification Pipeline
| Marc WenningerSebastian P. BayerlJochen SchmidtKorbinian Riedhammer
2019-09-19
AdaptIS: Adaptive Instance Selection Network
| Konstantin SofiiukOlga BarinovaAnton Konushin
2019-09-17
AdaCompress: Adaptive Compression for Online Computer Vision Services
Hongshan LiYu GuoZhi WangShutao XiaWenwu Zhu
2019-09-17
Dual Graph Convolutional Network for Semantic Segmentation
| Li ZhangXiangtai LiAnurag ArnabKuiyuan YangYunhai TongPhilip H. S. Torr
2019-09-13
Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix
Chaomin ShenYaxin PengGuixu ZhangJinsong Fan
2019-09-13
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation
| Jiawei ZhangLin Meng
2019-09-12
diffGrad: An Optimization Method for Convolutional Neural Networks
| Shiv Ram DubeySoumendu ChakrabortySwalpa Kumar RoySnehasis MukherjeeSatish Kumar SinghBidyut Baran Chaudhuri
2019-09-12
Towards Understanding the Importance of Shortcut Connections in Residual Networks
Tianyi LiuMinshuo ChenMo ZhouSimon S. DuEnlu ZhouTuo Zhao
2019-09-10
VACL: Variance-Aware Cross-Layer Regularization for Pruning Deep Residual Networks
Shuang GaoXin LiuLung-Sheng ChienWilliam ZhangJose M. Alvarez
2019-09-10
When Single Event Upset Meets Deep Neural Networks: Observations, Explorations, and Remedies
Zheyu YanYiyu ShiWang LiaoMasanori HashimotoXichuan ZhouCheng Zhuo
2019-09-10
Video Representation Learning by Dense Predictive Coding
| Tengda HanWeidi XieAndrew Zisserman
2019-09-10
CBNet: A Novel Composite Backbone Network Architecture for Object Detection
| Yudong LiuYongtao WangSiwei WangTingTing LiangQijie ZhaoZhi TangHaibin Ling
2019-09-09
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution
| Wenming YangXuechen ZhangYapeng TianWei WangJing-Hao XueQingmin Liao
2019-09-09
Efficient Neural Architecture Transformation Searchin Channel-Level for Object Detection
Junran PengMing SunZhaoxiang ZhangTieniu TanJunjie Yan
2019-09-05
Semantic Correlation Promoted Shape-Variant Context for Segmentation
Henghui DingXudong JiangBing ShuaiAi Qun LiuGang Wang
2019-09-05
FreeAnchor: Learning to Match Anchors for Visual Object Detection
| Xiaosong ZhangFang WanChang LiuRongrong JiQixiang Ye
2019-09-05
PSDNet and DPDNet: Efficient channel expansion, Depthwise-Pointwise-Depthwise Inverted Bottleneck Block
Guoqing LiMeng ZhangQianru ZhangZiyang ChenWenzhao LiuJiaojie LiXuzhao ShenJianjun LiZhenyu ZhuChau Yuen
2019-09-03
HarDNet: A Low Memory Traffic Network
| Ping ChaoChao-Yang KaoYu-Shan RuanChien-Hsiang HuangYoun-Long Lin
2019-09-03
Learning Rich Representations For Structured Visual Prediction Tasks
Mohammadreza Mostajabi
2019-08-30
ApproxNet: Content and Contention-Aware Video Analytics System for Embedded Clients
Ran XuRakesh KumarPengcheng WangPeter BaiGanga MeghanathSomali ChaterjiSubrata MitraSaurabh Bagchi
2019-08-28
Temporal Reasoning Graph for Activity Recognition
Jingran ZhangFumin ShenXing XuHeng Tao Shen
2019-08-27
Learning Disentangled Representations via Independent Subspaces
Maren AwiszusHanno AckermannBodo Rosenhahn
2019-08-26
Confidence Regularized Self-Training
| Yang ZouZhiding YuXiaofeng LiuB. V. K. Vijaya KumarJinsong Wang
2019-08-26
Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach
| Qing LianFengmao LvLixin DuanBoqing Gong
2019-08-26
Mish: A Self Regularized Non-Monotonic Neural Activation Function
| Diganta Misra
2019-08-23
InstaBoost: Boosting Instance Segmentation via Probability Map Guided Copy-Pasting
| Hao-Shu FangJianhua SunRunzhong WangMinghao GouYong-Lu LiCewu Lu
2019-08-21
Action recognition with spatial-temporal discriminative filter banks
Brais MartinezDavide ModoloYuanjun XiongJoseph Tighe
2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition
| Jingdong WangKe SunTianheng ChengBorui JiangChaorui DengYang ZhaoDong LiuYadong MuMingkui TanXinggang WangWenyu LiuBin Xiao
2019-08-20
Differentiable Learning-to-Group Channels via Groupable Convolutional Neural Networks
Zhaoyang ZhangJingyu LiWenqi ShaoZhanglin PengRuimao ZhangXiaogang WangPing Luo
2019-08-16
Accelerated CNN Training Through Gradient Approximation
Ziheng WangSree Harsha Nelaturu
2019-08-15
Frame-to-Frame Aggregation of Active Regions in Web Videos for Weakly Supervised Semantic Segmentation
Jungbeom LeeEunji KimSungmin LeeJangho LeeSungroh Yoon
2019-08-13
Matrix Nets: A New Deep Architecture for Object Detection
| Abdullah RashwanAgastya KalraPascal Poupart
2019-08-13
LIP: Local Importance-based Pooling
| Ziteng GaoLimin WangGangshan Wu
2019-08-12
Bayesian Inference for Large Scale Image Classification
Jonathan HeekNal Kalchbrenner
2019-08-09
STM: SpatioTemporal and Motion Encoding for Action Recognition
Boyuan JiangMengmeng WangWeihao GanWei WuJunjie Yan
2019-08-07
Fine-Tuning Models Comparisons on Garbage Classification for Recyclability
Umut OzkayaLevent Seyfi
2019-08-07
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network
Gašper SlapničarNejc MlakarMitja Luštrek
2019-08-04
Attentive Normalization
| Xilai LiWei SunTianfu Wu
2019-08-04
ABD-Net: Attentive but Diverse Person Re-Identification
| Tianlong ChenShaojin DingJingyi XieYe YuanWuyang ChenYang YangZhou RenZhangyang Wang
2019-08-03
Uncertainty Quantification in Computer-Aided Diagnosis: Make Your Model say "I don't know" for Ambiguous Cases
Max-Heinrich LavesSontje IhlerTobias Ortmaier
2019-08-02
Learning Lightweight Lane Detection CNNs by Self Attention Distillation
| Yuenan HouZheng MaChunxiao LiuChen Change Loy
2019-08-02
MoBiNet: A Mobile Binary Network for Image Classification
Hai PhanDang HuynhYihui HeMarios SavvidesZhiqiang Shen
2019-07-29
Automatic Calcium Scoring in Cardiac and Chest CT Using DenseRAUnet
Jiechao MaRongguo Zhang
2019-07-26
Compact Global Descriptor for Neural Networks
| Xiangyu HeKe ChengQiang ChenQinghao HuPeisong WangJian Cheng
2019-07-23
Lookahead Optimizer: k steps forward, 1 step back
| Michael R. ZhangJames LucasGeoffrey HintonJimmy Ba
2019-07-19
A Computer Vision Application for Assessing Facial Acne Severity from Selfie Images
Tingting ZhaoHang ZhangJacob Spoelstra
2019-07-18
Single-bit-per-weight deep convolutional neural networks without batch-normalization layers for embedded systems
| Mark D. McDonnellHesham MostafaRunchun WangAndre van Schaik
2019-07-16
Natural Adversarial Examples
| Dan HendrycksKevin ZhaoSteven BasartJacob SteinhardtDawn Song
2019-07-16
An Efficient Framework for Visible-Infrared Cross Modality Person Re-Identification
Emrah BasaranMuhittin GokmenMustafa E. Kamasak
2019-07-15
Measuring the Transferability of Adversarial Examples
Deyan PetrovTimothy M. Hospedales
2019-07-14
Gated-SCNN: Gated Shape CNNs for Semantic Segmentation
| Towaki TakikawaDavid AcunaVarun JampaniSanja Fidler
2019-07-12
Are deep ResNets provably better than linear predictors?
Chulhee YunSuvrit SraAli Jadbabaie
2019-07-09
A Survey of Pruning Methods for Efficient Person Re-identification Across Domains
Hugo MassonAmran BhuiyanLe Thanh Nguyen-MeidineMehrsan JavanParthipan SivaIsmail Ben AyedEric Granger
2019-07-04
Large Scale Adversarial Representation Learning
| Jeff DonahueKaren Simonyan
2019-07-04
The Receptive Field as a Regularizer in Deep Convolutional Neural Networks for Acoustic Scene Classification
| Khaled KoutiniHamid Eghbal-zadehMatthias DorferGerhard Widmer
2019-07-03
Seismic data denoising and deblending using deep learning
Alan RichardsonCaelen Feller
2019-07-02
Neural ODEs as the Deep Limit of ResNets with constant weights
| Benny AvelinKaj Nyström
2019-06-28
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty
| Dan HendrycksMantas MazeikaSaurav KadavathDawn Song
2019-06-28
Place recognition in gardens by learning visual representations: data set and benchmark analysis
Maria Leyva-VallinaNicola StrisciuglioNicolai Petkov
2019-06-28
On the performance of residual block design alternatives in convolutional neural networks for end-to-end audio classification
Javier Naranjo-AlcazarSergi Perez-CastanosIrene Martin-MoratoPedro ZuccarelloMaximo Cobos
2019-06-26
Learning Data Augmentation Strategies for Object Detection
| Barret ZophEkin D. CubukGolnaz GhiasiTsung-Yi LinJonathon ShlensQuoc V. Le
2019-06-26
An Action Recognition network for specific target based on rMC and RPN
Mingjie LiYouqian FengZhonghai YinCheng ZhouFanghao DongYuan LinYuhao Dong
2019-06-19
Noisy-As-Clean: Learning Self-supervised Denoising from the Corrupted Image
| Jun XuYuan HuangMing-Ming ChengLi LiuFan ZhuZhou XuLing Shao
2019-06-17
Fixing the train-test resolution discrepancy
| Hugo TouvronAndrea VedaldiMatthijs DouzeHervé Jégou
2019-06-14
Adversarial Robustness Assessment: Why both $L_0$ and $L_\infty$ Attacks Are Necessary
| Shashank KotyanDanilo Vasconcellos Vargas
2019-06-14
Stand-Alone Self-Attention in Vision Models
| Prajit RamachandranNiki ParmarAshish VaswaniIrwan BelloAnselm LevskayaJonathon Shlens
2019-06-13
Contrastive Multiview Coding
| Yonglong TianDilip KrishnanPhillip Isola
2019-06-13
Learning Spatio-Temporal Representation with Local and Global Diffusion
| Zhaofan QiuTing YaoChong-Wah NgoXinmei TianTao Mei
2019-06-13
Parameterized Structured Pruning for Deep Neural Networks
Guenther SchindlerWolfgang RothFranz PernkopfHolger Froening
2019-06-12
Table-Based Neural Units: Fully Quantizing Networks for Multiply-Free Inference
Michele CovellDavid MarwoodShumeet BalujaNick Johnston
2019-06-11
Associative Convolutional Layers
| Hamed OmidvarVahideh AkhlaghiMassimo FranceschettiRajesh K. Gupta
2019-06-10
Distilling Object Detectors with Fine-grained Feature Imitation
| Tao WangLi YuanXiaopeng ZhangJiashi Feng
2019-06-09
Farm land weed detection with region-based deep convolutional neural networks
Mohammad Ibrahim SarkerHyongsuk Kim
2019-06-05
Neural SDE: Stabilizing Neural ODE Networks with Stochastic Noise
Xuanqing LiuTesi XiaoSi SiQin CaoSanjiv KumarCho-Jui Hsieh
2019-06-05
Corn leaf detection using Region based convolutional neural network
Mohammad Ibrahim SarkerHeechan YangHyongsuk Kim
2019-06-05
Detecting Kissing Scenes in a Database of Hollywood Films
| Amir Ziai
2019-06-05
Constructing Energy-efficient Mixed-precision Neural Networks through Principal Component Analysis for Edge Intelligence
| Indranil ChakrabortyDeboleena RoyIsha GargAayush AnkitKaushik Roy
2019-06-04
Hierarchical Auxiliary Learning
Jaehoon ChaKyeong Soo KimSanghyuk Lee
2019-06-03
ODE-Inspired Network Design for Single Image Super-Resolution
Xiangyu He Zitao Mo Peisong Wang Yang Liu Mingyuan Yang Jian Cheng
2019-06-01
Collaborative Spatiotemporal Feature Learning for Video Action Recognition
Chao Li Qiaoyong Zhong Di Xie Shiliang Pu
2019-06-01
Co-Occurrent Features in Semantic Segmentation
| Hang Zhang Han Zhang Chenguang Wang Junyuan Xie
2019-06-01
Object Instance Annotation With Deep Extreme Level Set Evolution
| Zian Wang David Acuna Huan Ling Amlan Kar Sanja Fidler
2019-06-01
Propagation Mechanism for Deep and Wide Neural Networks
Dejiang Xu Mong Li Lee Wynne Hsu
2019-06-01
Multi-Task Self-Supervised Object Detection via Recycling of Bounding Box Annotations
Wonhee Lee Joonil Na Gunhee Kim
2019-06-01
3DPalsyNet: A Facial Palsy Grading and Motion Recognition Framework using Fully 3D Convolutional Neural Networks
Gary StoreyRichard JiangShelagh KeoghAhmed BouridaneChang-Tsun Li
2019-05-31
Efficient Object Detection Model for Real-Time UAV Applications
Subrahmanyam VaddiChandan KumarAli Jannesari
2019-05-30
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
| Mingxing TanQuoc V. Le
2019-05-28
Video-based Person Re-identification with Two-stream Convolutional Network and Co-attentive Snippet Embedding
Peixian ChenPingyang DaiQiong WuYuyu Huang
2019-05-28
OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks
| Jiashi LiQi QiJingyu WangCe GeYujian LiZhangzhang YueHaifeng Sun
2019-05-28
Communication-Efficient Distributed Blockwise Momentum SGD with Error-Feedback
Shuai ZhengZiyue HuangJames T. Kwok
2019-05-27
Locality-Promoting Representation Learning
Johannes Schneider
2019-05-25
What Can ResNet Learn Efficiently, Going Beyond Kernels?
Zeyuan Allen-ZhuYuanzhi Li
2019-05-24
Robust learning with implicit residual networks
Viktor ReshniakClayton Webster
2019-05-24
Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks
| Xiang LiXiaolin HuJian Yang
2019-05-23
Network Pruning via Transformable Architecture Search
| Xuanyi DongYi Yang
2019-05-23
Data-Efficient Image Recognition with Contrastive Predictive Coding
| Olivier J. HénaffAravind SrinivasJeffrey De FauwAli RazaviCarl DoerschS. M. Ali EslamiAaron van den Oord
2019-05-22
DARC: Differentiable ARchitecture Compression
Shashank SinghAshish KhetanZohar Karnin
2019-05-20
Geometric Pose Affordance: 3D Human Pose with Scene Constraints
Zhe WangLiyan ChenShaurya RathoreDaeyun ShinCharless Fowlkes
2019-05-19
Deep Learning for Interference Identification: Band, Training SNR, and Sample Selection
Xiwen ZhangTolunay SeyfiShengtai JuSharan RamjeeAly El GamalYonina C. Eldar
2019-05-16
Dynamic Neural Network Channel Execution for Efficient Training
Simeon E. SpasovPietro Lio
2019-05-15
Skin Cancer Recognition using Deep Residual Network
Brij RokadDr. Sureshkumar Nagarajan
2019-05-14
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features
| Sangdoo YunDongyoon HanSeong Joon OhSanghyuk ChunJunsuk ChoeYoungjoon Yoo
2019-05-13
Linear Range in Gradient Descent
| Angxiu NiChaitanya Talnikar
2019-05-11
Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition
| Kai WangXiaojiang PengJianfei YangDebin MengYu Qiao
2019-05-10
S4L: Self-Supervised Semi-Supervised Learning
| Xiaohua ZhaiAvital OliverAlexander KolesnikovLucas Beyer
2019-05-09
What Do Single-view 3D Reconstruction Networks Learn?
Maxim TatarchenkoStephan R. RichterRené RanftlZhuwen LiVladlen KoltunThomas Brox
2019-05-09
AutoAssist: A Framework to Accelerate Training of Deep Neural Networks
| Jiong ZhangHsiang-fu YuInderjit S. Dhillon
2019-05-08
Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM
Sheng LinXiaolong MaShaokai YeGeng YuanKaisheng MaYanzhi Wang
2019-05-02
Billion-scale semi-supervised learning for image classification
| I. Zeki YalnizHervé JégouKan ChenManohar PaluriDhruv Mahajan
2019-05-02
RESIDUAL NETWORKS CLASSIFY INPUTS BASED ON THEIR NEURAL TRANSIENT DYNAMICS
Fereshteh Lagzi
2019-05-01
Fast AutoAugment
| Sungbin LimIldoo KimTaesup KimChiheon KimSungwoong Kim
2019-05-01
Cutting Down Training Memory by Re-fowarding
Jianwei FengDong Huang
2019-05-01
DANA: Scalable Out-of-the-box Distributed ASGD Without Retuning
Ido HakimiSaar BarkaiMoshe GabelAssaf Schuster
2019-05-01
Object Contour and Edge Detection with RefineContourNet
| Andre Peter KelmVijesh Soorya RaoUdo Zoelzer
2019-04-30
Unsupervised Data Augmentation for Consistency Training
| Qizhe XieZihang DaiEduard HovyMinh-Thang LuongQuoc V. Le
2019-04-29
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint
Uday KamalThamidul Islam TonmoySowmitra Dasand Md. Kamrul Hasan
2019-04-26
RepPoints: Point Set Representation for Object Detection
| Ze YangShaohui LiuHan HuLiwei WangStephen Lin
2019-04-25
Making Convolutional Networks Shift-Invariant Again
| Richard Zhang
2019-04-25
GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
| Yue CaoJiarui XuStephen LinFangyun WeiHan Hu
2019-04-25
Prediction of Progression to Alzheimer's disease with Deep InfoMax
Alex FedorovR Devon HjelmAnees AbrolZening FuYuhui DuSergey PlisVince D. Calhoun
2019-04-24
Lung Nodule Classification using Deep Local-Global Networks
| Mundher Al-ShabiBoon Leong LanWai Yee ChanKwan-Hoong NgMaxine Tan
2019-04-23
Attention Augmented Convolutional Networks
| Irwan BelloBarret ZophAshish VaswaniJonathon ShlensQuoc V. Le
2019-04-22
An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object Detection
| Youngwan LeeJoong-won HwangSangrok LeeYuseok BaeJongyoul Park
2019-04-22
Data-Driven Neuron Allocation for Scale Aggregation Networks
| Yi LiZhanghui KuangYimin ChenWayne Zhang
2019-04-20
LEARNet Dynamic Imaging Network for Micro Expression Recognition
Monu VermaSantosh Kumar VipparthiGirdhari SinghSubrahmanyam Murala
2019-04-20
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection
| Zhe WuLi SuQingming Huang
2019-04-18
Signal2Image Modules in Deep Neural Networks for EEG Classification
| Paschalis BizopoulosGeorge I LambrouDimitrios Koutsouris
2019-04-18
On the Mathematical Understanding of ResNet with Feynman Path Integral
Minghao YinXiu LiYongbing ZhangShiqi Wang
2019-04-16
Suction Grasp Region Prediction using Self-supervised Learning for Object Picking in Dense Clutter
Quanquan ShaoJie HuWeiming WangYi FangWenhai LiuJin QiJin Ma
2019-04-16
NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection
| Golnaz GhiasiTsung-Yi LinRuoming PangQuoc V. Le
2019-04-16
Characterizing the Variability in Face Recognition Accuracy Relative to Race
KS KrishnapriyaKushal VangaraMichael C. KingVitor AlbieroKevin Bowyer
2019-04-15
Rethinking Classification and Localization for Object Detection
Yue WuYinpeng ChenLu YuanZicheng LiuLijuan WangHongzhi LiYun Fu
2019-04-13
UNI-EM: An Environment for Deep Neural Network-Based Automated Segmentation of Neuronal Electron Microscopic Images
| Hidetoshi UrakuboTorsten BullmannYoshiyuki KubotaShigeyuki ObaShin Ishii
2019-04-12
Compressing deep neural networks by matrix product operators
| Ze-Feng GaoSong ChengRong-Qiang HeZ. Y. XieHui-Hai ZhaoZhong-Yi LuTao Xiang
2019-04-11
DSNet: An Efficient CNN for Road Scene Segmentation
Ping-Rong ChenHsueh-Ming HangSheng-Wei ChanJing-Jhih Lin
2019-04-10
Dynamic Gesture Recognition by Using CNNs and Star RGB: a Temporal Information Condensation
Clebeson Canuto dos SantosJorge Leonid Aching SamateloRaquel Frizera Vassallo
2019-04-10
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations
| Jiwoon AhnSunghyun ChoSuha Kwak
2019-04-10
Evaluation of a Dual Convolutional Neural Network Architecture for Object-wise Anomaly Detection in Cluttered X-ray Security Imagery
Yona Falinie A. GausNeelanjan BhowmikSamet AkçayPaolo M. Guillen-GarciaJack W. BarkerToby P. Breckon
2019-04-10
Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution
| Yunpeng ChenHaoqi FanBing XuZhicheng YanYannis KalantidisMarcus RohrbachShuicheng YanJiashi Feng
2019-04-10
CondConv: Conditionally Parameterized Convolutions for Efficient Inference
| Brandon YangGabriel BenderQuoc V. LeJiquan Ngiam
2019-04-10
C3AE: Exploring the Limits of Compact Model for Age Estimation
| Chao ZhangShuaicheng LiuXun XuCe Zhu
2019-04-10
Temporal Convolution for Real-time Keyword Spotting on Mobile Devices
| Seungwoo ChoiSeokjun SeoBeomjun ShinHyeongmin ByunMartin KersnerBeomsu KimDongyoung KimSungjoo Ha
2019-04-08
FoveaBox: Beyond Anchor-based Object Detector
| Tao KongFuchun SunHuaping LiuYuning JiangLei LiJianbo Shi
2019-04-08
SCSampler: Sampling Salient Clips from Video for Efficient Action Recognition
Bruno KorbarDu TranLorenzo Torresani
2019-04-08
Adaptively Connected Neural Networks
| Guangrun WangKeze WangLiang Lin
2019-04-07
Center and Scale Prediction: A Box-free Approach for Pedestrian and Face Detection
Wei LiuIrtiza HasanShengcai Liao
2019-04-05
Modified Distribution Alignment for Domain Adaptation with Pre-trained Inception ResNet
| Youshan ZhangBrian D. Davison
2019-04-04
YOLACT: Real-time Instance Segmentation
| Daniel BolyaChong ZhouFanyi XiaoYong Jae Lee
2019-04-04
Hybrid Cosine Based Convolutional Neural Networks
Adrià CiuranaAlbert Mosella-MontoroJavier Ruiz-Hidalgo
2019-04-03
FCOS: Fully Convolutional One-Stage Object Detection
| Zhi TianChunhua ShenHao ChenTong He
2019-04-02
Res2Net: A New Multi-scale Backbone Architecture
| Shang-Hua GaoMing-Ming ChengKai ZhaoXin-Yu ZhangMing-Hsuan YangPhilip Torr
2019-04-02
Why ResNet Works? Residuals Generalize
Fengxiang HeTongliang LiuDacheng Tao
2019-04-02
Large Batch Optimization for Deep Learning: Training BERT in 76 minutes
| Yang YouJing LiSashank ReddiJonathan HseuSanjiv KumarSrinadh BhojanapalliXiaodan SongJames DemmelKurt KeutzerCho-Jui Hsieh
2019-04-01
Deep Learning for Large-Scale Traffic-Sign Detection and Recognition
| Domen TabernikDanijel Skočaj
2019-04-01
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations
| Dan HendrycksThomas Dietterich
2019-03-28
TensorMask: A Foundation for Dense Object Segmentation
| Xinlei ChenRoss GirshickKaiming HePiotr Dollár
2019-03-28
Feature Intertwiner for Object Detection
| Hongyang LiBo DaiShaoshuai ShiWanli OuyangXiaogang Wang
2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network
| Wenhai WangEnze XieXiang LiWenbo HouTong LuGang YuShuai Shao
2019-03-28
AutoSlim: Towards One-Shot Architecture Search for Channel Numbers
| Jiahui YuThomas Huang
2019-03-27
SRM : A Style-based Recalibration Module for Convolutional Neural Networks
| HyunJae LeeHyo-Eun KimHyeonseob Nam
2019-03-26
MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning
| Zechun LiuHaoyuan MuXiangyu ZhangZichao GuoXin YangTim Kwang-Ting ChengJian Sun
2019-03-25
Semantic denoising autoencoders for retinal optical coherence tomography
Max-Heinrich LavesSontje IhlerLüder Alexander KahrsTobias Ortmaier
2019-03-23
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification
| Ruijie QuanXuanyi DongYu WuLinchao ZhuYi Yang
2019-03-23
Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM
| Shaokai YeXiaoyu FengTianyun ZhangXiaolong MaSheng LinZhengang LiKaidi XuWujie WenSijia LiuJian TangMakan FardadXue LinYongpan LiuYanzhi Wang
2019-03-23
Human Activity Recognition for Edge Devices
Manjot BilkhuHammababdullah Ayyubi
2019-03-18
Convergence Theory of Learning Over-parameterized ResNet: A Full Characterization
| Huishuai ZhangDa YuMingyang YiWei ChenTie-Yan Liu
2019-03-17
Inefficiency of K-FAC for Large Batch Size Training
Linjian MaGabe MontagueJiayu YeZhewei YaoAmir GholamiKurt KeutzerMichael W. Mahoney
2019-03-14
Cascaded Projection: End-to-End Network Compression and Acceleration
Breton MinnehanAndreas Savakis
2019-03-12
HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs
| Pravendra SinghVinay Kumar VermaPiyush RaiVinay P. Namboodiri
2019-03-11
Image Privacy Prediction Using Deep Neural Networks
Ashwini TongeCornelia Caragea
2019-03-08
CE-Net: Context Encoder Network for 2D Medical Image Segmentation
| Zaiwang GuJun ChengHuazhu FuKang ZhouHuaying HaoYitian ZhaoTianyang ZhangShenghua GaoJiang Liu
2019-03-07
Bounded Residual Gradient Networks (BReG-Net) for Facial Affect Computing
Behzad HasaniPooran Singh NegiMohammad H. Mahoor
2019-03-05
Feature Selective Anchor-Free Module for Single-Shot Object Detection
| Chenchen ZhuYihui HeMarios Savvides
2019-03-02
GAP: Generalizable Approximate Graph Partitioning Framework
| Azade NaziWill HangAnna GoldieSujith RaviAzalia Mirhoseini
2019-03-02
Mask Scoring R-CNN
| Zhaojin HuangLichao HuangYongchao GongChang HuangXinggang Wang
2019-03-01
TamperNN: Efficient Tampering Detection of Deployed Neural Nets
Erwan Le MerrerGilles Tredan
2019-03-01
Towards Robust ResNet: A Small Step but A Giant Leap
Jingfeng ZhangBo HanLaura WynterKian Hsiang LowMohan Kankanhalli
2019-02-28
Modulated binary cliquenet
Jinpeng XiaJiasong WuYouyong KongPinzheng ZhangLotfi SenhadjiHuazhong Shu
2019-02-27
ANODE: Unconditionally Accurate Memory-Efficient Gradients for Neural ODEs
| Amir GholamiKurt KeutzerGeorge Biros
2019-02-27
Bengali Handwritten Character Classification using Transfer Learning on Deep Convolutional Neural Network
| Swagato ChatterjeeRwik Kumar DuttaDebayan GangulyKingshuk ChatterjeeSudipta Roy
2019-02-25
TBNet:Pulmonary Tuberculosis Diagnosing System using Deep Neural Networks
Ram Srivatsav Ghorakavi
2019-02-24
PointIT: A Fast Tracking Framework Based on 3D Instance Segmentation
Yuan WangYang YuMing Liu
2019-02-18
A semi-supervised deep residual network for mode detection in Wi-Fi signals
Arash KalatianBilal Farooq
2019-02-17
RES-SE-NET: Boosting Performance of Resnets by Enhancing Bridge-connections
Varshaneya VBalasubramanian SDarshan Gera
2019-02-16
3D Graph Embedding Learning with a Structure-aware Loss Function for Point Cloud Semantic Instance Segmentation
Zhidong LiangMing YangChunxiang Wang
2019-02-14
MultiGrain: a unified image embedding for classes and instances
| Maxim BermanHervé JégouAndrea VedaldiIasonas KokkinosMatthijs Douze
2019-02-14
Simulator-free Solution of High-Dimensional Stochastic Elliptic Partial Differential Equations using Deep Neural Networks
Sharmila KarumuriRohit TripathyIlias BilionisJitesh Panchal
2019-02-14
Improved Knowledge Distillation via Teacher Assistant
| Seyed-Iman MirzadehMehrdad FarajtabarAng LiNir LevineAkihiro MatsukawaHassan Ghasemzadeh
2019-02-09
Panoptic Segmentation with a Joint Semantic and Instance Segmentation Network
Daan de GeusPanagiotis MeletisGijs Dubbelman
2019-02-07
AlphaStar: An Evolutionary Computation Perspective
| Kai ArulkumaranAntoine CullyJulian Togelius
2019-02-05
Efficient Hybrid Network Architectures for Extremely Quantized Neural Networks Enabling Intelligence at the Edge
Indranil ChakrabortyDeboleena RoyAayush AnkitKaushik Roy
2019-02-01
TUNet: Incorporating segmentation maps to improve classification
Yijun Tian
2019-01-27
Progressive Image Deraining Networks: A Better and Simpler Baseline
| Dongwei RenWangmeng ZuoQinghua HuPengfei ZhuDeyu Meng
2019-01-26
Equivariant Transformer Networks
| Kai Sheng TaiPeter BailisGregory Valiant
2019-01-25
Revisiting Self-Supervised Visual Representation Learning
| Alexander KolesnikovXiaohua ZhaiLucas Beyer
2019-01-25
Boosting Standard Classification Architectures Through a Ranking Regularizer
| Ahmed TahaYi-Ting ChenTeruhisa MisuAbhinav ShrivastavaLarry Davis
2019-01-24
Bottom-up Object Detection by Grouping Extreme and Center Points
| Xingyi ZhouJiacheng ZhuoPhilipp Krähenbühl
2019-01-23
Hybrid Task Cascade for Instance Segmentation
| Kai ChenJiangmiao PangJiaqi WangYu XiongXiaoxiao LiShuyang SunWansen FengZiwei LiuJianping ShiWanli OuyangChen Change LoyDahua Lin
2019-01-22
Accumulation Bit-Width Scaling For Ultra-Low Precision Training Of Deep Networks
Charbel SakrNaigang WangChia-Yu ChenJungwook ChoiAnkur AgrawalNaresh ShanbhagKailash Gopalakrishnan
2019-01-19
Domain Adaptation for Structured Output via Discriminative Patch Representations
| Yi-Hsuan TsaiKihyuk SohnSamuel SchulterManmohan Chandraker
2019-01-16
UPSNet: A Unified Panoptic Segmentation Network
| Yuwen XiongRenjie LiaoHengshuang ZhaoRui HuMin BaiErsin YumerRaquel Urtasun
2019-01-12
FishNet: A Versatile Backbone for Image, Region, and Pixel Level Prediction
| Shuyang SunJiangmiao PangJianping ShiShuai YiWanli Ouyang
2019-01-11
Low Precision Constant Parameter CNN on FPGA
Thiam Khean HahYeong Tat LiewJason Ong
2019-01-11
RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free
| Cheng-Yang FuMykhailo ShvetsAlexander C. Berg
2019-01-10
Region Proposal by Guided Anchoring
| Jiaqi WangKai ChenShuo YangChen Change LoyDahua Lin
2019-01-10
Panoptic Feature Pyramid Networks
| Alexander KirillovRoss GirshickKaiming HePiotr Dollár
2019-01-08
Scale-Aware Trident Networks for Object Detection
| Yanghao LiYuntao ChenNaiyan WangZhaoxiang Zhang
2019-01-07
DSConv: Efficient Convolution Operator
Marcelo GennariRoger FawcettVictor Adrian Prisacariu
2019-01-07
A Performance Comparison of Loss Functions for Deep Face Recognition
Yash SrivastavaVaishnav MuraliShiv Ram Dubey
2019-01-01
Slimmable Neural Networks
| Jiahui YuLinjie YangNing XuJianchao YangThomas Huang
2018-12-21
Layer-Parallel Training of Deep Residual Neural Networks
S. GüntherL. RuthottoJ. B. SchroderE. C. CyrN. R. Gauger
2018-12-11
An end-to-end approach for speeding up neural network inference
Charles HerrmannRichard Strong BowenRamin Zabih
2018-12-11
Deep Anomaly Detection with Outlier Exposure
| Dan HendrycksMantas MazeikaThomas Dietterich
2018-12-11
Attention-guided Unified Network for Panoptic Segmentation
Yanwei LiXinze ChenZheng ZhuLingxi XieGuan HuangDalong DuXingang Wang
2018-12-10
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions
| Han-Jia YeHexiang HuDe-Chuan ZhanFei Sha
2018-12-10
A Structured Model For Action Detection
Yubo ZhangPavel TokmakovMartial HebertCordelia Schmid
2018-12-09
Variational Saccading: Efficient Inference for Large Resolution Images
Jason RamapuramMaurits DiephuisFrantzeska LavdaRuss WebbAlexandros Kalousis
2018-12-08
Optimizing speed/accuracy trade-off for person re-identification via knowledge distillation
Idoia RuizBogdan RaducanuRakesh MehtaJaume Amores
2018-12-07
Learning to Fuse Things and Stuff
Jie LiAllan RaventosArjun BhargavaTakaaki TagawaAdrien Gaidon
2018-12-04
Symbolic Graph Reasoning Meets Convolutions
Xiaodan LiangZhiting HuHao ZhangLiang LinEric P. Xing
2018-12-01
Can We Gain More from Orthogonality Regularizat