Kaiming Initialization, or He Initialization, is an initialization method for neural networks that takes into account the non-linearity of activation functions, such as ReLU activations.

A proper initialization method should avoid reducing or magnifying the magnitudes of input signals exponentially. Using a derivation they work out that the condition to stop this happening is:

$$\frac{1}{2}n_{l}\text{Var}\left[w_{l}\right] = 1 $$

This implies an initialization scheme of:

$$ w_{l} \sim \mathcal{N}\left(0, 2/n_{l}\right)$$

That is, a zero-centered Gaussian with standard deviation of $\sqrt{2/{n}_{l}}$ (variance shown in equation above). Biases are initialized at $0$.

Source: Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

Latest Papers

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Hengrui ZhaoDong LiuHouqiang Li
2020-06-21
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2020-06-16
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2020-06-16
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| Jean-Bastien GrillFlorian StrubFlorent AltchéCorentin TallecPierre H. RichemondElena BuchatskayaCarl DoerschBernardo Avila PiresZhaohan Daniel GuoMohammad Gheshlaghi AzarBilal PiotKoray KavukcuogluRémi MunosMichal Valko
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2020-06-10
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2020-03-30
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Hao TungChao ZhengXinsheng MaoDahong Qian
2020-03-25
EPSNet: Efficient Panoptic Segmentation Network with Cross-layer Attention Fusion
Chia-Yuan ChangShuo-En ChangPei-Yung HsiaoLi-Chen Fu
2020-03-23
Multi-Plateau Ensemble for Endoscopic Artefact Segmentation and Detection
| Suyog JadhavUdbhav BambaArnav ChavanRishabh TiwariAryan Raj
2020-03-23
Meta Pseudo Labels
Hieu PhamQizhe XieZihang DaiQuoc V. Le
2020-03-23
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
2020-03-17
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
2020-03-13
Encoder-Decoder Based Convolutional Neural Network with Multi-Scale-Aware Modules for Crowd Counting
| Pongpisit ThanasutivesKen-ichi FukuiMasayuki NumaoBoonserm Kijsirikul
2020-03-13
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
Lu QiXiangyu ZhangYingcong ChenYukang ChenJian SunJiaya Jia
2020-03-13
Analyzing Visual Representations in Embodied Navigation Tasks
Erik WijmansJulian StraubDhruv BatraIrfan EssaJudy HoffmanAri Morcos
2020-03-12
Encoder-Decoder Based Convolutional Neural Networks with Multi-Scale-Aware Modules for Crowd Counting
| Pongpisit ThanasutivesKen-ichi FukuiMasayuki NumaoBoonserm Kijsirikul
2020-03-12
A Mean-field Analysis of Deep ResNet and Beyond: Towards Provable Optimization Via Overparameterization From Depth
Yiping LuChao MaYulong LuJianfeng LuLexing Ying
2020-03-11
Improved Baselines with Momentum Contrastive Learning
| Xinlei ChenHaoqi FanRoss GirshickKaiming He
2020-03-09
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
2020-03-06
Plant Disease Detection from Images
Anjaneya Teja Sarma Kalvakolanu
2020-03-05
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection
Mao YeChengyue GongLizhen NieDenny ZhouAdam KlivansQiang Liu
2020-03-03
Identity Recognition in Intelligent Cars with Behavioral Data and LSTM-ResNet Classifier
Michael HammannMaximilian KrausSina ShafaeiAlois Knoll
2020-03-02
Fast Predictive Uncertainty for Classification with Bayesian Deep Networks
Marius HobbhahnAgustinus KristiadiPhilipp Hennig
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
Provable, Scalable and Automatic Perturbation Analysis on General Computational Graphs
| Kaidi XuZhouxing ShiHuan ZhangYihan WangKai-Wei ChangMinlie HuangBhavya KailkhuraXue LinCho-Jui Hsieh
2020-02-28
FMix: Enhancing Mixed Sample Data Augmentation
| Ethan HarrisAntonia MarcuMatthew PainterMahesan NiranjanAdam Prügel-BennettJonathon Hare
2020-02-27
RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference
Oindrila SahaAditya KusupatiHarsha Vardhan SimhadriManik VarmaPrateek Jain
2020-02-27
Invariance vs. Robustness Trade-Off in Neural Networks
Sandesh KamathAmit DeshpandeK V Subrahmanyam
2020-02-26
Graphcore C2 Card performance for image-based deep learning application: A Report
Ilyes KacherMaxime PortazHicham RandrianarivoSylvain Peyronnet
2020-02-26
On Feature Normalization and Data Augmentation
| Boyi LiFelix WuSer-Nam LimSerge BelongieKilian Q. Weinberger
2020-02-25
Adversarial Perturbations Prevail in the Y-Channel of the YCbCr Color Space
Camilo PestanaNaveed AkhtarWei LiuDavid GlanceAjmal Mian
2020-02-25
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
A Practical Privacy-preserving Method in Federated Deep Learning
Yan FengXue YangWeijun FangShu-Tao XiaXiaohu TangJun ShaoTao Xiong
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
DeFraudNet:End2End Fingerprint Spoof Detection using Patch Level Attention
B. V. S AnushaSayan BanerjeeSubhasis Chaudhuri
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
Cross-Iteration Batch Normalization
| Zhuliang YaoYue CaoShuxin ZhengGao HuangStephen Lin
2020-02-13
A Simple Framework for Contrastive Learning of Visual Representations
| Ting ChenSimon KornblithMohammad NorouziGeoffrey Hinton
2020-02-13
The use of Convolutional Neural Networks for signal-background classification in Particle Physics experiments
Venkitesh AyyarWahid BhimjiLisa GerhardtSally RobertsonZahra Ronaghi
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
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
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
Learning Hyperspectral Feature Extraction and Classification with ResNeXt Network
Divinah NyasakaJing WangHaron Tinega
2020-02-07
CIFAR-10 Image Classification Using Feature Ensembles
Felipe O. GiusteJuan C. Vizcarra
2020-02-07
Understanding and Optimizing Packed Neural Network Training for Hyper-Parameter Tuning
Rui LiuSanjan KrishnanAaron J. ElmoreMichael J. Franklin
2020-02-07
3D ResNet with Ranking Loss Function for Abnormal Activity Detection in Videos
Shikha DubeyAbhijeet BoraguleMoongu Jeon
2020-02-04
Large Batch Training Does Not Need Warmup
Zhouyuan HuoBin GuHeng Huang
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
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network
| Jungkyu LeeTaeryun WonTae Kwan LeeHyemin LeeGeonmo GuKiho Hong
2020-01-17
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
FNNP: Fast Neural Network Pruning Using Adaptive Batch Normalization
Anonymous
2020-01-01
Drawing Early-Bird Tickets: Toward More Efficient Training of Deep Networks
| Anonymous
2020-01-01
Data-Efficient Image Recognition with Contrastive Predictive Coding
Anonymous
2020-01-01
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
Is my Deep Learning Model Learning more than I want it to?
Anonymous
2020-01-01
Rethinking the Security of Skip Connections in ResNet-like Neural Networks
Anonymous
2020-01-01
Out-of-Distribution Detection Using Layerwise Uncertainty in Deep Neural Networks
Hirono OkamotoMasahiro SuzukiYutaka Matsuo
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
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
Searching for Stage-wise Neural Graphs In the Limit
Xin ZhouDejing DouBoyang Li
2019-12-30
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
All-in-One Image-Grounded Conversational Agents
Da JuKurt ShusterY-Lan BoureauJason Weston
2019-12-28
Big Transfer (BiT): General Visual Representation Learning
| Alexander KolesnikovLucas BeyerXiaohua ZhaiJoan PuigcerverJessica YungSylvain GellyNeil Houlsby
2019-12-24
Learn-able parameter guided Activation Functions
S. BalajiT. KavyaNatasha Sebastian
2019-12-23
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
AeroRIT: A New Scene for Hyperspectral Image Analysis
| Aneesh RangnekarNilay MokashiEmmett IentilucciChristopher KananMatthew J. Hoffman
2019-12-17
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax
Karan JakharRohit BajajRuchika Gupta
2019-12-16
Domain Knowledge Based Brain Tumor Segmentation and Overall Survival Prediction
| Xiaoqing GuoChen YangPak Lun LamPeter Y. M. WooYixuan Yuan
2019-12-16
Compressed DenseNet for Lightweight Character Recognition
Zhao ZhangZemin TangYang WangHaijun ZhangShuicheng YanMeng Wang
2019-12-15
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
Individual predictions matter: Assessing the effect of data ordering in training fine-tuned CNNs for medical imaging
John R. ZechJessica Zosa FordeMichael L. Littman
2019-12-08
Waterfall Atrous Spatial Pooling Architecture for Efficient Semantic Segmentation
Bruno ArtachoAndreas Savakis
2019-12-06
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
| Dan HendrycksNorman MuEkin D. CubukBarret ZophJustin GilmerBalaji Lakshminarayanan
2019-12-05
Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding
Zhiyang ZhangShihua Zhang
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
Divided We Stand: A Novel Residual Group Attention Mechanism for Medical Image Segmentation
Chaitanya KaulNick PearsSuresh Manandhar
2019-12-04
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
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
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters
| Xia XiaoZigeng WangSanguthevar Rajasekaran
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
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
GhostNet: More Features from Cheap Operations
| Kai HanYunhe WangQi TianJianyuan GuoChunjing XuChang Xu
2019-11-27
Traffic map prediction using UNet based deep convolutional neural network
| Sungbin Choi
2019-11-25
Structured Multi-Hashing for Model Compression
Elad EbanYair Movshovitz-AttiasHao WuMark SandlerAndrew PoonYerlan IdelbayevMiguel A. Carreira-Perpinan
2019-11-25
Reinventing 2D Convolutions for 3D Images
| Jiancheng YangXiaoyang HuangBingbing NiJingwei XuCanqian YangGuozheng Xu
2019-11-24
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
Real-time Scene Text Detection with Differentiable Binarization
| Minghui LiaoZhaoyi WanCong YaoKai ChenXiang Bai
2019-11-20
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
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
SOGNet: Scene Overlap Graph Network for Panoptic Segmentation
| Yibo YangHongyang LiXia LiQijie ZhaoJianlong WuZhouchen Lin
2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation
| Zhi TianHao ChenChunhua Shen
2019-11-18
ELoPE: Fine-Grained Visual Classification with Efficient Localization, Pooling and Embedding
| Harald HanselmannHermann Ney
2019-11-17
Dense Color Constancy with Effective Edge Augmentation
Yilang ZhangZheng WeiJian WangXin Yuan
2019-11-17
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
Cross-modal supervised learning for better acoustic representations
Shaoyong JiaXin ShuYang YangDawei LiangQiyue LiuJunhui Liu
2019-11-15
Skin Lesion Segmentation using SegNet with Binary Cross-Entropy
| Prashant BrahmbhattSiddhi Nath Rajan
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
Very high resolution Airborne PolSAR Image Classification using Convolutional Neural Networks
Minh-Tan PhamSébastien Lefèvre
2019-10-31
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
An Adaptive and Momental Bound Method for Stochastic Learning
| Jianbang DingXuancheng RenRuixuan LuoXu Sun
2019-10-27
Consistency Regularization for Generative Adversarial Networks
Han ZhangZizhao ZhangAugustus OdenaHonglak Lee
2019-10-26
Emotion recognition with 4kresolution database
Qian Zheng
2019-10-24
ESPnet-TTS: Unified, Reproducible, and Integratable Open Source End-to-End Text-to-Speech Toolkit
| Tomoki HayashiRyuichi YamamotoKatsuki InoueTakenori YoshimuraShinji WatanabeTomoki TodaKazuya TakedaYu ZhangXu Tan
2019-10-24
Unified Multi-scale Feature Abstraction for Medical Image Segmentation
Xi FangBo DuSheng XuBradford J. WoodPingkun Yan
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
Shape Constrained Network for Eye Segmentation in the Wild
Bingnan LuoJie ShenShiyang ChengYujiang WangMaja Pantic
2019-10-11
On the adequacy of untuned warmup for adaptive optimization
| Jerry MaDenis Yarats
2019-10-09
PipeMare: Asynchronous Pipeline Parallel DNN Training
Bowen YangJian ZhangJonathan LiChristopher RéChristopher R. AbergerChristopher De Sa
2019-10-09
3D Manhattan Room Layout Reconstruction from a Single 360 Image
| Chuhang ZouJheng-Wei SuChi-Han PengAlex ColburnQi ShanPeter WonkaHung-Kuo ChuDerek Hoiem
2019-10-09
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
| Qilong WangBanggu WuPengfei ZhuPeihua LiWangmeng ZuoQinghua Hu
2019-10-08
Improved Res2Net model for Person re-identification
Zongjing CaoHyo Jong Lee
2019-10-08
Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation
| Hang GaoXizhou ZhuSteve LinJifeng Dai
2019-10-07
On Leveraging the Visual Modality for Neural Machine Translation
Vikas RaunakSang Keun ChoeQuanyang LuYi XuFlorian Metze
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
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
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
Adaptive Context Network for Scene Parsing
Jun Fu Jing Liu Yuhang Wang Yong Li Yongjun Bao Jinhui Tang Hanqing Lu
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
RITnet: Real-time Semantic Segmentation of the Eye for Gaze Tracking
| Aayush K. ChaudharyRakshit KothariManoj AcharyaShusil DangiNitinraj NairReynold BaileyChristopher KananGabriel DiazJeff B. Pelz
2019-10-01
DSConv: Efficient Convolution Operator
Marcelo Gennari do Nascimento Roger Fawcett Victor Adrian Prisacariu
2019-10-01
RandAugment: Practical automated data augmentation with a reduced search space
| Ekin D. CubukBarret ZophJonathon ShlensQuoc V. Le
2019-09-30
Spatio-Temporal FAST 3D Convolutions for Human Action Recognition
Alexandros StergiouRonald Poppe
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
Classification of Histopathological Biopsy Images Using Ensemble of Deep Learning Networks
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
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
Object-Contextual Representations for Semantic Segmentation
| Yuhui YuanXilin ChenJingdong Wang
2019-09-24
Fast and Accurate Convolutional Object Detectors for Real-time Embedded Platforms
Min-Kook ChoiJaehyung ParkHeechul JungJinhee LeeSoo-Heang Eo
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
A-LINK: Recognizing Disguised Faces via Active Learning based Inter-Domain Knowledge
| Anshuman SuriMayank VatsaRicha Singh
2019-09-23
Transfer Learning using CNN for Handwritten Devanagari Character Recognition
Nagender AnejaSandhya Aneja
2019-09-19
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
Video Representation Learning by Dense Predictive Coding
| Tengda HanWeidi XieAndrew Zisserman
2019-09-10
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
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
FreeAnchor: Learning to Match Anchors for Visual Object Detection
| Xiaosong ZhangFang WanChang LiuRongrong JiQixiang Ye
2019-09-05
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
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
Dynamic Approach for Lane Detection using Google Street View and CNN
Rama Sai MamidalaUday UthkotaMahamkali Bhavani ShankarA. Joseph AntonyA. V. Narasimhadhan
2019-09-02
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
Synthetic patches, real images: screening for centrosome aberrations in EM images of human cancer cells
| Artem LukoyanovIsabella HaberboschConstantin PapeAlwin KraemerYannick SchwabAnna Kreshuk
2019-08-27
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
Learning Disentangled Representations via Independent Subspaces
Maren AwiszusHanno AckermannBodo Rosenhahn
2019-08-26
Gated Convolutional Networks with Hybrid Connectivity for Image Classification
Chuanguang YangZhulin AnHui ZhuXiaolong HuKun ZhangKaiqiang XuChao LiYongjun Xu
2019-08-26
Plexus Convolutional Neural Network (PlexusNet): A novel neural network architecture for histologic image analysis
Okyaz EminagaMahmoud AbbasChristian KunderAndreas M. LoeningJeanne ShenJames D. BrooksCurtis P. LanglotzDaniel L. Rubin
2019-08-24
Mish: A Self Regularized Non-Monotonic Neural Activation Function
| Diganta Misra
2019-08-23
Feedbackward Decoding for Semantic Segmentation
Beinan WangJohn GlossnerDaniel IancuGeorgi N. Gaydadjiev
2019-08-22
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
Matrix Nets: A New Deep Architecture for Object Detection
| Abdullah RashwanAgastya KalraPascal Poupart
2019-08-13
Frame-to-Frame Aggregation of Active Regions in Web Videos for Weakly Supervised Semantic Segmentation
Jungbeom LeeEunji KimSungmin LeeJangho LeeSungroh Yoon
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
Abnormality Detection in Musculoskeletal Radiographs with Convolutional Neural Networks(Ensembles) and Performance Optimization
Dennis BangaPeter Waiganjo
2019-08-06
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
Pay attention to the activations: a modular attention mechanism for fine-grained image recognition
| Pau Rodríguez LópezDiego Velazquez DortaGuillem Cucurull PreixensJosep M. GonfausF. Xavier Roca MarvaJordi Gonzàlez Sabaté
2019-07-30
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
Automatic Grading of Individual Knee Osteoarthritis Features in Plain Radiographs using Deep Convolutional Neural Networks
| Aleksei TiulpinSimo Saarakkala
2019-07-18
A Computer Vision Application for Assessing Facial Acne Severity from Selfie Images
Tingting ZhaoHang ZhangJacob Spoelstra
2019-07-18
Robustness properties of Facebook's ResNeXt WSL models
| A. Emin Orhan
2019-07-17
Natural Adversarial Examples
| Dan HendrycksKevin ZhaoSteven BasartJacob SteinhardtDawn Song
2019-07-16
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
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
Towards Robust Voice Pathology Detection
Pavol HararZoltan GalazJesus B. Alonso-HernandezJiri MekyskaRadim BurgetZdenek Smekal
2019-07-13
Gated-SCNN: Gated Shape CNNs for Semantic Segmentation
| Towaki TakikawaDavid AcunaVarun JampaniSanja Fidler
2019-07-12
Dual Dynamic Inference: Enabling More Efficient, Adaptive and Controllable Deep Inference
Yue WangJianghao ShenTing-Kuei HuPengfei XuTan NguyenRichard BaraniukZhangyang WangYingyan Lin
2019-07-10
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
Image Super-Resolution Using Attention Based DenseNet with Residual Deconvolution
Zhuangzi Li
2019-07-03
Seismic data denoising and deblending using deep learning
Alan RichardsonCaelen Feller
2019-07-02
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty
| Dan HendrycksMantas MazeikaSaurav KadavathDawn Song
2019-06-28
Neural ODEs as the Deep Limit of ResNets with constant weights
| Benny AvelinKaj Nyström
2019-06-28
Place recognition in gardens by learning visual representations: data set and benchmark analysis
Maria Leyva-VallinaNicola StrisciuglioNicolai Petkov
2019-06-28
Learning Data Augmentation Strategies for Object Detection
| Barret ZophEkin D. CubukGolnaz GhiasiTsung-Yi LinJonathon ShlensQuoc V. Le
2019-06-26
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
Acute Lymphoblastic Leukemia Classification from Microscopic Images using Convolutional Neural Networks
| Jonas PrellbergOliver Kramer
2019-06-21
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
Hardware Aware Neural Network Architectures using FbNet
| Sai Vineeth Kalluru SrinivasHarideep NairVinay Vidyasagar
2019-06-17
Reconciling Utility and Membership Privacy via Knowledge Distillation
Virat ShejwalkarAmir Houmansadr
2019-06-15
Single Image Super-resolution via Dense Blended Attention Generative Adversarial Network for Clinical Diagnosis
Kewen LiuYuan MaHongxia XiongZejun YanZhijun ZhouChaoyang LiuPanpan FangXiaojun LiYalei Chen
2019-06-15
Accelerating temporal action proposal generation via high performance computing
Tian WangShiye LeiYouyou JiangChoi ChangHichem SnoussiGuangcun Shan
2019-06-15
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
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
Stand-Alone Self-Attention in Vision Models
| Prajit RamachandranNiki ParmarAshish VaswaniIrwan BelloAnselm LevskayaJonathon Shlens
2019-06-13
Learning Instance Occlusion for Panoptic Segmentation
| Justin LazarowKwonjoon LeeKunyu ShiZhuowen Tu
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
Selective Kernel Networks
Xiang Li Wenhai Wang Xiaolin Hu Jian Yang
2019-06-01
Co-Occurrent Features in Semantic Segmentation
| Hang Zhang Han Zhang Chenguang Wang Junyuan Xie
2019-06-01
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
Propagation Mechanism for Deep and Wide Neural Networks
Dejiang Xu Mong Li Lee Wynne Hsu
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
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
On Network Design Spaces for Visual Recognition
| Ilija RadosavovicJustin JohnsonSaining XieWan-Yen LoPiotr Dollár
2019-05-30
Efficient Object Detection Model for Real-Time UAV Applications
Subrahmanyam VaddiChandan KumarAli Jannesari
2019-05-30
OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks
| Jiashi LiQi QiJingyu WangCe GeYujian LiZhangzhang YueHaifeng Sun
2019-05-28
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
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
Network Pruning via Transformable Architecture Search
| Xuanyi DongYi Yang
2019-05-23
Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks
| Xiang LiXiaolin HuJian 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
Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation
| Linfeng ZhangJiebo SongAnni GaoJingwei ChenChenglong BaoKaisheng Ma
2019-05-17
TRk-CNN: Transferable Ranking-CNN for image classification of glaucoma, glaucoma suspect, and normal eyes
Tae Joon JunYoungsub EomDohyeun KimCherry KimJi-Hye ParkHoang Minh NguyenDaeyoung Kim
2019-05-16
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
Efficient Ladder-style DenseNets for Semantic Segmentation of Large Images
| Ivan KrešoJosip KrapacSiniša Šegvić
2019-05-14
End to End Recognition System for Recognizing Offline Unconstrained Vietnamese Handwriting
Anh Duc LeHung Tuan NguyenMasaki Nakagawa
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
Advancements in Image Classification using Convolutional Neural Network
Farhana SultanaA. SufianParamartha Dutta
2019-05-08
Billion-scale semi-supervised learning for image classification
| I. Zeki YalnizHervé JégouKan ChenManohar PaluriDhruv Mahajan
2019-05-02
Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM
Sheng LinXiaolong MaShaokai YeGeng YuanKaisheng MaYanzhi Wang
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
Learning to Search Efficient DenseNet with Layer-wise Pruning
Xuanyang ZhangHao liuZhanxing ZhuZenglin Xu
2019-05-01
Detecting Out-Of-Distribution Samples Using Low-Order Deep Features Statistics
Igor M. QuintanilhaRoberto de M. E. FilhoJosé LezamaMauricio DelbracioLeonardo O. Nunes
2019-05-01
DANA: Scalable Out-of-the-box Distributed ASGD Without Retuning
Ido HakimiSaar BarkaiMoshe GabelAssaf Schuster
2019-05-01
Semi-supervised Sequence-to-sequence ASR using Unpaired Speech and Text
Murali Karthick BaskarShinji WatanabeRamon AstudilloTakaaki HoriLukáš BurgetJan Černocký
2019-04-30
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
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
RepPoints: Point Set Representation for Object Detection
| Ze YangShaohui LiuHan HuLiwei WangStephen Lin
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
Low-Memory Neural Network Training: A Technical Report
Nimit Sharad SohoniChristopher Richard AbergerMegan LeszczynskiJian ZhangChristopher Ré
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
Do Lateral Views Help Automated Chest X-ray Predictions?
Hadrien BertrandMohammad HashirJoseph Paul Cohen
2019-04-17
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
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
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations
| Jiwoon AhnSunghyun ChoSuha Kwak
2019-04-10
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