Global Average Pooling

Introduced by Lin et al. in Network In Network

Global Average Pooling is a pooling operation designed to replace fully connected layers in classical CNNs. The idea is to generate one feature map for each corresponding category of the classification task in the last mlpconv layer. Instead of adding fully connected layers on top of the feature maps, we take the average of each feature map, and the resulting vector is fed directly into the softmax layer.

One advantage of global average pooling over the fully connected layers is that it is more native to the convolution structure by enforcing correspondences between feature maps and categories. Thus the feature maps can be easily interpreted as categories confidence maps. Another advantage is that there is no parameter to optimize in the global average pooling thus overfitting is avoided at this layer. Futhermore, global average pooling sums out the spatial information, thus it is more robust to spatial translations of the input.

Source: Network In Network

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Deep-COVID: Predicting COVID-19 From Chest X-Ray Images Using Deep Transfer Learning
| Shervin MinaeeRahele KafiehMilan SonkaShakib YazdaniGhazaleh Jamalipour Soufi
2020-04-20
LSQ+: Improving low-bit quantization through learnable offsets and better initialization
| Yash BhalgatJinwon LeeMarkus NagelTijmen BlankevoortNojun Kwak
2020-04-20
ResNeSt: Split-Attention Networks
| Hang ZhangChongruo WuZhongyue ZhangYi ZhuZhi ZhangHaibin LinYue SunTong HeJonas MuellerR. ManmathaMu LiAlexander Smola
2020-04-19
BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient
| Behzad HasaniPooran Singh NegiMohammad H. Mahoor
2020-04-18
A New Modified Deep Convolutional Neural Network for Detecting COVID-19 from X-ray Images
| Mohammad RahimzadehAbolfazl Attar
2020-04-17
LiteDenseNet: A Lightweight Network for Hyperspectral Image Classification
Rui LiChenxi Duan
2020-04-17
Spatially Attentive Output Layer for Image Classification
Ildoo KimWoonhyuk BaekSungwoong Kim
2020-04-16
Video Face Manipulation Detection Through Ensemble of CNNs
| Nicolò BonettiniEdoardo Daniele CannasSara MandelliLuca BondiPaolo BestaginiStefano Tubaro
2020-04-16
ESResNet: Environmental Sound Classification Based on Visual Domain Models
| Andrey GuzhovFederico RaueJörn HeesAndreas Dengel
2020-04-15
Towards Robust Classification with Image Quality Assessment
Yeli FengYiyu Cai
2020-04-14
Transfer Learning with Deep Convolutional Neural Network (CNN) for Pneumonia Detection using Chest X-ray
Tawsifur RahmanMuhammad E. H. ChowdhuryAmith KhandakarKhandaker R. IslamKhandaker F. IslamZaid B. MahbubMuhammad A. KadirSaad Kashem
2020-04-14
WQT and DG-YOLO: towards domain generalization in underwater object detection
Hong LiuPinhao SongRunwei Ding
2020-04-14
Dynamic R-CNN: Towards High Quality Object Detection via Dynamic Training
| Hongkai ZhangHong ChangBingpeng MaNaiyan WangXilin Chen
2020-04-13
k-decay: A New Method For Learning Rate Schedule
Tao ZhangWei Li
2020-04-13
Multilevel Minimization for Deep Residual Networks
Lisa Gaedke-MerzhäuserAlena KopaničákováRolf Krause
2020-04-13
Detection of Covid-19 From Chest X-ray Images Using Artificial Intelligence: An Early Review
Muhammad IlyasHina RehmanAmine Nait-ali
2020-04-11
Improved Residual Networks for Image and Video Recognition
| Ionut Cosmin DutaLi LiuFan ZhuLing Shao
2020-04-10
CoroNet: A deep neural network for detection and diagnosis of COVID-19 from chest x-ray images
Asif Iqbal KhanJunaid Latief ShahMudasir Bhat
2020-04-10
Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection
| Zhongzheng RenZhiding YuXiaodong YangMing-Yu LiuYong Jae LeeAlexander G. SchwingJan Kautz
2020-04-09
Analysis on DeepLabV3+ Performance for Automatic Steel Defects Detection
Zheng NieJiachen XuShengchang Zhang
2020-04-09
A Deep Learning Approach for Determining Effects of Tuta Absoluta in Tomato Plants
Denis P. RubangaLoyani K. LoyaniMgaya RichardSawahiko Shimada
2020-04-08
Improved YOLOv3 Object Classification in Intelligent Transportation System
Yang ZhangChanghui HuXiaobo Lu
2020-04-08
Orthant Based Proximal Stochastic Gradient Method for $\ell_1$-Regularized Optimization
| Tianyi ChenTianyu DingBo JiGuanyi WangJing TianYixin ShiSheng YiXiao TuZhihui Zhu
2020-04-07
Within the Lack of COVID-19 Benchmark Dataset: A Novel GAN with Deep Transfer Learning for Corona-virus Detection in Chest X-ray Images
Mohamed LoeyFlorentin SmarandacheNour Eldeen M. Khalifa
2020-04-07
A Learning Framework for n-bit Quantized Neural Networks toward FPGAs
Jun ChenLiang LiuYong LiuXianfang Zeng
2020-04-06
AutoToon: Automatic Geometric Warping for Face Cartoon Generation
Julia GongYannick Hold-GeoffroyJingwan Lu
2020-04-06
Evolving Normalization-Activation Layers
| Hanxiao LiuAndrew BrockKaren SimonyanQuoc V. Le
2020-04-06
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation
S. M. Kamrul HasanCristian A. Linte
2020-04-05
ObjectNet Dataset: Reanalysis and Correction
| Ali Borji
2020-04-04
Pixel Consensus Voting for Panoptic Segmentation
Haochen WangRuotian LuoMichael MaireGreg Shakhnarovich
2020-04-04
Context Prior for Scene Segmentation
| Changqian YuJingbo WangChangxin GaoGang YuChunhua ShenNong Sang
2020-04-03
Deep Transfer Learning for Texture Classification in Colorectal Cancer Histology
Srinath JayachandranAshlin Ghosh
2020-04-03
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval
| Tobias WeyandAndre AraujoBingyi CaoJack Sim
2020-04-03
Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention
Juan-Manuel Perez-RuaBrais MartinezXiatian ZhuAntoine ToisoulVictor EscorciaTao Xiang
2020-04-02
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis
| Eu Wern TehTerrance DeVriesGraham W. Taylor
2020-04-02
Effect of Annotation Errors on Drone Detection with YOLOv3
| Aybora KoksalKutalmis Gokalp InceA. Aydin Alatan
2020-04-02
Automated Methods for Detection and Classification Pneumonia based on X-Ray Images Using Deep Learning
Khalid El AsnaouiYouness ChawkiAli Idri
2020-03-31
Attention-based Assisted Excitation for Salient Object Detection
Saeed MasoudniaMelika KheiriehAbdol-Hossein VahabieBabak Nadjar Araabi
2020-03-31
SPARE3D: A Dataset for SPAtial REasoning on Three-View Line Drawings
| Wenyu HanSiyuan XiangChenhui LiuRuoyu WangChen Feng
2020-03-31
TResNet: High Performance GPU-Dedicated Architecture
| Tal RidnikHussam LawenAsaf NoyItamar FriedmanEmanuel Ben BaruchGilad Sharir
2020-03-30
How Not to Give a FLOP: Combining Regularization and Pruning for Efficient Inference
| Tai VuEmily WenRoy Nehoran
2020-03-30
Designing Network Design Spaces
| Ilija RadosavovicRaj Prateek KosarajuRoss GirshickKaiming HePiotr Dollár
2020-03-30
Algorithm-Based Fault Tolerance for Convolutional Neural Networks
Kai ZhaoSheng DiSihuan LiXin LiangYujia ZhaiJieyang ChenKaiming OuyangFranck CappelloZizhong Chen
2020-03-27
Memory Enhanced Global-Local Aggregation for Video Object Detection
| Yihong ChenYue CaoHan HuLiwei Wang
2020-03-26
Milking CowMask for Semi-Supervised Image Classification
| Geoff FrenchAvital OliverTim Salimans
2020-03-26
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection
| Jianyuan GuoKai HanYunhe WangChao ZhangZhaohui YangHan WuXinghao ChenChang Xu
2020-03-26
Classification of the Chinese Handwritten Numbers with Supervised Projective Dictionary Pair Learning
Rasool AmeriSaideh FerdowsiAli AlameerVahid AbolghasemiKianoush Nazarpour
2020-03-26
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network
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
What is the optimal depth for deep-unfolding architectures at deployment?
Nancy NayakThulasi TholetiMuralikrishnan SrinivasanSheetal Kalyani
2020-03-20
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
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
Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder
| Natasa Sarafijanovic-DjukicJesse Davis
2020-03-12
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
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
Traffic Signs Detection and Recognition System using Deep Learning
Pavly Salah ZakiMarco Magdy WilliamBolis Karam SolimanKerolos Gamal AlexsanKeroles KhalilMagdy El-Moursy
2020-03-06
Plant Disease Detection from Images
Anjaneya Teja Sarma Kalvakolanu
2020-03-05
DeepSperm: A robust and real-time bull sperm-cell detection in densely populated semen videos
Priyanto HidayatullahXueting WangToshihiko YamasakiTati L. E. R. MengkoRinaldi MunirAnggraini BarlianEros SukmawatiSupraptono Supraptono
2020-03-03
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
Augmenting Visual Place Recognition with Structural Cues
Amadeus OertelTitus CieslewskiDavide Scaramuzza
2020-02-29
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
Learned Threshold Pruning
Kambiz AzarianYash BhalgatJinwon LeeTijmen Blankevoort
2020-02-28
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
Meta-Learned Confidence for Few-shot Learning
| Seong Min KyeHae Beom LeeHoirin KimSung Ju Hwang
2020-02-27
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
Recalibrating 3D ConvNets with Project & Excite
Anne-Marie RickmannAbhijit Guha RoyIgnacio SarasuaChristian Wachinger
2020-02-25
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
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
Fast and Regularized Reconstruction of Building Façades from Street-View Images using Binary Integer Programming
Han HuLibin WangMier ZhangYulin DingQing Zhu
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
Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations
| Yichi ZhangRitchie ZhaoWeizhe HuaNayun XuG. Edward SuhZhiru Zhang
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
Automatic lesion segmentation and Pathological Myopia classification in fundus images
Cefas Rodrigues FreireJulio Cesar da Costa MouraDaniele Montenegro da Silva BarrosRicardo Alexsandro de Medeiros Valentim
2020-02-15
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
GSANet: Semantic Segmentation with Global and Selective Attention
Qingfeng LiuMostafa El-KhamyDongwoon BaiJungwon Lee
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
Vision-based Fight Detection from Surveillance Cameras
| Şeymanur AktıGözde Ayşe TataroğluHazım Kemal Ekenel
2020-02-11
Optimal Transfer Learning Model for Binary Classification of Funduscopic Images through Simple Heuristics
Rohit JammulaVishnu Rajan TejusShreya Shankar
2020-02-11
Real-Time target detection in maritime scenarios based on YOLOv3 model
Alessandro BettiBenedetto MichelozziAndrea BracciAndrea Masini
2020-02-10
Soft Threshold Weight Reparameterization for Learnable Sparsity
| Aditya KusupatiVivek RamanujanRaghav SomaniMitchell WortsmanPrateek JainSham KakadeAli Farhadi
2020-02-08
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
Exponential discretization of weights of neural network connections in pre-trained neural networks
Magomed Yu. MalsagovEmil M. KhayrovMaria M. PushkarevaIakov M. Karandashev
2020-02-03
Non-linear Neurons with Human-like Apical Dendrite Activations
Mariana-Iuliana GeorgescuRadu Tudor IonescuNicolae-Catalin RisteaNicu Sebe
2020-02-02
ParkingSticker: A Real-World Object Detection Dataset
Caroline PottsEthem F. CanAysu Ezen-CanXiangqian Hu
2020-01-31
Reconstructing Natural Scenes from fMRI Patterns using BigBiGAN
Milad MozafariLeila ReddyRufin VanRullen
2020-01-31
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
Near real-time map building with multi-class image set labelling and classification of road conditions using convolutional neural networks
Sheela RamannaCenker SengozScott KehlerDat Pham
2020-01-27
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
CNN-CASS: CNN for Classification of Coronary Artery Stenosis Score in MPR Images
Mariia DobkoBohdan PetryshakOles Dobosevych
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
Real-Time Object Detection and Recognition on Low-Compute Humanoid Robots using Deep Learning
Sayantan ChatterjeeFaheem H. ZunjaniSouvik SenGora C. Nandi
2020-01-20
BNAS:An Efficient Neural Architecture Search Approach Using Broad Scalable Architecture
Zixiang DingYaran ChenNannan LiDongbin Zhao Zhiquan SunC. L. Philip Chen
2020-01-18
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network
| Jungkyu LeeTaeryun WonTae Kwan LeeHyemin LeeGeonmo GuKiho Hong
2020-01-17
RSnet: An improvement for Darknet
Shengquan WangAng LiJiying ChenBaoyu ZhengJiaxin JiLi Xianglong
2020-01-16
Deep Residual Flow for Out of Distribution Detection
| Ev ZisselmanAviv Tamar
2020-01-15
Quantisation and Pruning for Neural Network Compression and Regularisation
| Kimessha PaupamahSteven JamesRichard Klein
2020-01-14
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
Discrimination-aware Network Pruning for Deep Model Compression
Jing LiuBohan ZhuangZhuangwei ZhuangYong GuoJunzhou HuangJinhui ZhuMingkui Tan
2020-01-04
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation
| Hao ChenKunyang SunZhi TianChunhua ShenYongming HuangYouliang Yan
2020-01-02
Out-of-Distribution Image Detection Using the Normalized Compression Distance
Anonymous
2020-01-01
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
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
| Anonymous
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
Resizable Neural Networks
Anonymous
2020-01-01
Out-of-Distribution Detection Using Layerwise Uncertainty in Deep Neural Networks
Hirono OkamotoMasahiro SuzukiYutaka Matsuo
2020-01-01
ZeroQ: A Novel Zero Shot Quantization Framework
| Yaohui CaiZhewei YaoZhen DongAmir GholamiMichael W. MahoneyKurt Keutzer
2020-01-01
DyNet: Dynamic Convolution for Accelerating Convolution Neural 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
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
Comparison of object detection methods for crop damage assessment using deep learning
Ali HamidiSepehrSeyed Vahid MirnezamiJason K. Ward
2019-12-31
Searching for Stage-wise Neural Graphs In the Limit
Xin ZhouDejing DouBoyang Li
2019-12-30
Disentangling Trainability and Generalization in Deep Neural Networks
Lechao XiaoJeffrey PenningtonSamuel S. Schoenholz
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
Deep SCNN-based Real-time Object Detection for Self-driving Vehicles Using LiDAR Temporal Data
Shibo ZhouYing ChenXiaohua LiArindam Sanyal
2019-12-17
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax
Karan JakharRohit BajajRuchika Gupta
2019-12-16
Comparisonal study of Deep Learning approaches on Retinal OCT Image
Nowshin TasnimMahmudul HasanIshrak Islam
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
A Novel Automation-Assisted Cervical Cancer Reading Method Based on Convolutional Neural Network
Yao XiangWanxin SunChangli PanMeng YanZhihua YinYixiong Liang
2019-12-14
TopoAct: Visually Exploring the Shape of Activations in Deep Learning
Archit RathoreNithin ChalapathiSourabh PalandeBei Wang
2019-12-13
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation
| Taha EmaraHossam E. Abd El MunimHazem M. Abbas
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
SaLite : A light-weight model for salient object detection
| Kitty VargheseSauradip Nag
2019-12-08
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
PhoneBit: Efficient GPU-Accelerated Binary Neural Network Inference Engine for Mobile Phones
Gang ChenShengyu HeHaitao MengKai Huang
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
Crypto-Oriented Neural Architecture Design
| Avital ShafranGil SegevShmuel PelegYedid Hoshen
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
Shape Detection In 2D Ultrasound Images
Ruturaj GoleHaixia WuSubho Ghose
2019-11-22
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation
| Bowen ChengMaxwell D. CollinsYukun ZhuTing LiuThomas S. HuangHartwig AdamLiang-Chieh Chen
2019-11-22
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
Fast Sparse ConvNets
| Erich ElsenMarat DukhanTrevor GaleKaren Simonyan
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
IFQ-Net: Integrated Fixed-point Quantization Networks for Embedded Vision
Hongxing GaoWei TaoDongchao WenTse-Wei ChenKinya OsaMasami Kato
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
AI-based Pilgrim Detection using Convolutional Neural Networks
Marwa Ben JabraAdel AmmarAnis KoubaaOmar CheikhrouhouHabib Hamam
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
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
Activity Monitoring of Islamic Prayer (Salat) Postures using Deep Learning
Anis KoubaaAdel AmmarBilel BenjdiraAbdullatif Al-HadidBelal KawafSaleh Ali Al-YahriAbdelrahman BabikerKoutaiba AssafMohannad Ba Ras
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
A Scalable Multilabel Classification to Deploy Deep Learning Architectures For Edge Devices
Tolulope A. OdetolaOgheneuriri OderhohwoSyed Rafay Hasan
2019-11-05
Enhanced Convolutional Neural Tangent Kernels
Zhiyuan LiRuosong WangDingli YuSimon S. DuWei HuRuslan SalakhutdinovSanjeev Arora
2019-11-03
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
Comb Convolution for Efficient Convolutional Architecture
Dandan LiYuan ZhouShuwei HuoSun-Yuan Kung
2019-11-01
On the Interaction Between Deep Detectors and Siamese Trackers in Video Surveillance
Madhu KiranVivek TiwariLe Thanh Nguyen-MeidineEric Granger
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
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
Depth-wise Decomposition for Accelerating Separable Convolutions in Efficient Convolutional Neural Networks
Yihui HeJianing QianJianren Wang
2019-10-21
Pavement Image Datasets: A New Benchmark Dataset to Classify and Densify Pavement Distresses
Hamed MajidifardPeng JinYaw Adu-GyamfiWilliam G. Buttlar
2019-10-20
Adversarial T-shirt! Evading Person Detectors in A Physical World
Kaidi XuGaoyuan ZhangSijia LiuQuanfu FanMengshu SunHongge ChenPin-Yu ChenYanzhi WangXue Lin
2019-10-18
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
Offline handwritten mathematical symbol recognition utilising deep learning
Azadeh NazemiNiloofar TavakolianDonal FitzpatrickChandrik a FernandoChing Y. Suen
2019-10-16
Aerial Images Processing for Car Detection using Convolutional Neural Networks: Comparison between Faster R-CNN and YoloV3
Adel AmmarAnis KoubaaMohanned AhmedAbdulrahman Saad
2019-10-16
OmniTrack: Real-time detection and tracking of objects, text and logos in video
Hannes FassoldRidouane Ghermi
2019-10-14
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
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
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
Deep Neural Network Compression for Image Classification and Object Detection
| Georgios TzelepisAhraz AsifSaimir BaciSelcuk CavdarEren Erdal Aksoy
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
YOLO Nano: a Highly Compact You Only Look Once Convolutional Neural Network for Object Detection
| Alexander WongMahmoud FamuoriMohammad Javad ShafieeFrancis LiBrendan ChwylJonathan Chung
2019-10-03
Kidney Recognition in CT Using YOLOv3
Andréanne Lemay
2019-10-03
A Pre-defined Sparse Kernel Based Convolution for Deep CNNs
Souvik KunduSaurav PrakashHaleh AkramiPeter A. BeerelKeith M. Chugg
2019-10-02
Spatio-Temporal Fusion Based Convolutional Sequence Learning for Lip Reading
Xingxuan Zhang Feng Cheng Shilin Wang
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
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
SRM: A Style-Based Recalibration Module for Convolutional Neural Networks
HyunJae Lee Hyo-Eun Kim Hyeonseob Nam
2019-10-01
DSConv: Efficient Convolution Operator
Marcelo Gennari do Nascimento Roger Fawcett Victor Adrian Prisacariu
2019-10-01
ThunderNet: Towards Real-Time Generic Object Detection on Mobile Devices
Zheng Qin Zeming Li Zhaoning Zhang Yiping Bao Gang Yu Yuxing Peng Jian Sun
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
EdgeCNN: Convolutional Neural Network Classification Model with small inputs for Edge Computing
| Shunzhi YangZheng GongKai YeYungen WeiZheng HuangZhenhua Huang
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
Vision-Based Autonomous Vehicle Control using the Two-Point Visual Driver Control Model
Justin ZhengKazuhide OkamotoPanagiotis Tsiotras
2019-09-29
Fusion of Convolutional Neural Network and Statistical Features for Texture classification
Jbene MouradAhmed Drissi El MalinaiMohammed El Hassouni
2019-09-29
Balanced Binary Neural Networks with Gated Residual
| Mingzhu ShenXianglong LiuRuihao GongKai Han
2019-09-26
Breast Cancer Diagnosis with Transfer Learning and Global Pooling
| Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
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
Persian Signature Verification using Fully Convolutional Networks
Mohammad RezaeiNader Naderi
2019-09-20
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
Street Crossing Aid Using Light-weight CNNs for the Visually Impaired
| Samuel YuHeon LeeJung Hoon Kim
2019-09-14
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
AFP-Net: Realtime Anchor-Free Polyp Detection in Colonoscopy
Dechun WangNing ZhangXinzi SunPengfei ZhangChenxi ZhangYu CaoBenyuan Liu
2019-09-05
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection
| Xavier SoriaEdgar RibaAngel D. Sappa
2019-09-04
Deep Learning-Aided Tabu Search Detection for Large MIMO Systems
NhanThanh NguyenKyungchun Lee
2019-09-04
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
Training-Time-Friendly Network for Real-Time Object Detection
| Zili LiuTu ZhengGuodong XuZheng YangHaifeng LiuDeng Cai
2019-09-02
HishabNet: Detection, Localization and Calculation of Handwritten Bengali Mathematical Expressions
Md Nafee Al IslamSiamul Karim Khan
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
See More Than Once -- Kernel-Sharing Atrous Convolution for Semantic Segmentation
Ye HuangQingqing WangWenjing JiaXiangjian He
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
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
A Fast and Accurate One-Stage Approach to Visual Grounding
Zhengyuan YangBoqing GongLiwei WangWenbing HuangDong YuJiebo Luo
2019-08-18
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
Deep Generalized Max Pooling
| Vincent ChristleinLukas SprangerMathias SeuretAnguelos NicolaouPavel KrálAndreas Maier
2019-08-14
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
Explicit Shape Encoding for Real-Time Instance Segmentation
| Wenqiang XuHaiyang WangFubo QiCewu Lu
2019-08-12
Dynamic Region Division for Adaptive Learning Pedestrian Counting
Gaoqi HeZhenwei MaBinhao HuangBin ShengYubo Yuan
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
MoGA: Searching Beyond MobileNetV3
| Xiangxiang ChuBo ZhangRuijun Xu
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
Simultaneous Iris and Periocular Region Detection Using Coarse Annotations
Diego R. LucioRayson LarocaLuiz A. ZanlorensiGladston MoreiraDavid Menotti
2019-07-31
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
SlimYOLOv3: Narrower, Faster and Better for Real-Time UAV Applications
| Pengyi ZhangYunxin ZhongXiaoqiong Li
2019-07-25
Dense Feature Aggregation and Pruning for RGBT Tracking
Yabin ZhuChenglong LiBin LuoJin TangXiao Wang
2019-07-24
Compact Global Descriptor for Neural Networks
| Xiangyu HeKe ChengQiang ChenQinghao HuPeisong WangJian Cheng
2019-07-23
RRNet: Repetition-Reduction Network for Energy Efficient Decoder of Depth Estimation
Sangyun OhHye-Jin S. KimJongeun LeeJunmo Kim
2019-07-23
MixConv: Mixed Depthwise Convolutional Kernels
| Mingxing TanQuoc V. Le
2019-07-22
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
Data augmentation with Symbolic-to-Real Image Translation GANs for Traffic Sign Recognition
Nour SoufiMatias Valdenegro-Toro
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
Neural Epitome Search for Architecture-Agnostic Network Compression
Daquan ZhouXiaojie JinQibin HouKaixin WangJianchao YangJiashi Feng
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 Comparison of Super-Resolution and Nearest Neighbors Interpolation Applied to Object Detection on Satellite Data
Evan KoesterCem Safak Sahin
2019-07-08
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