VGG is a classical convolutional neural network architecture. It was based on an analysis of how to increase the depth of such networks. The network utilises small 3 x 3 filters. Otherwise the network is characterized by its simplicity: the only other components being pooling layers and a fully connected layer.

Image: Davi Frossard

Source: Very Deep Convolutional Networks for Large-Scale Image Recognition

Latest Papers

PAPER DATE
Land Use and Land Cover Classification using a Human Group based Particle Swarm Optimization Algorithm with a LSTM classifier on hybrid-pre-processing Remote Sensing Images
T. KowsalyaS. L. UlloC. ZarroK. L. HemalathaB. D. Parameshachari
2020-08-04
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification
Linchuan XuJun HuangAtsushi NitandaRyo AsaokaKenji Yamanishi
2020-07-31
Receptive-Field Regularized CNNs for Music Classification and Tagging
Khaled KoutiniHamid Eghbal-ZadehVerena HaunschmidPaul PrimusShreyan ChowdhuryGerhard Widmer
2020-07-27
Learning Sparse Filters in Deep Convolutional Neural Networks with a l1/l2 Pseudo-Norm
Anthony BerthelierYongzhe YanThierry ChateauChristophe BlancStefan DuffnerChristophe Garcia
2020-07-20
Finding Non-Uniform Quantization Schemes using Multi-Task Gaussian Processes
Marcelo Gennari do NascimentoTheo W. CostainVictor Adrian Prisacariu
2020-07-15
Locality Guided Neural Networks for Explainable Artificial Intelligence
Randy TanNaimul KhanLing Guan
2020-07-12
To filter prune, or to layer prune, that is the question
Sara ElkerdawyMostafa ElhoushiAbhineet SinghHong ZhangNilanjan Ray
2020-07-11
Journey Towards Tiny Perceptual Super-Resolution
Royson LeeŁukasz DudziakMohamed AbdelfattahStylianos I. VenierisHyeji KimHongkai WenNicholas D. Lane
2020-07-08
Causal Explanations of Image Misclassifications
Yan MinMiles Bennett
2020-06-28
COVID-19 detection using Residual Attention Network an Artificial Intelligence approach
Vishal SharmaCurtis Dyreson
2020-06-26
NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks
| Eugene LeeChen-Yi Lee
2020-06-23
Bombus Species Image Classification
Venkat MargapuriGeorge LavezziRobert StewartDan Wagner
2020-06-09
Passive Batch Injection Training Technique: Boosting Network Performance by Injecting Mini-Batches from a different Data Distribution
Pravendra SinghPratik MazumderVinay P. Namboodiri
2020-06-08
Low-Rank Compression of Neural Nets: Learning the Rank of Each Layer
Yerlan Idelbayev Miguel A. Carreira-Perpinan
2020-06-01
Glaucoma Detection From Raw Circumapillary OCT Images Using Fully Convolutional Neural Networks
Gabriel GarcíaRocío del AmorAdrián ColomerValery Naranjo
2020-05-29
Knowledge-Driven Learning via Experts Consult for Thyroid Nodule Classification
Danilo AvolaLuigi CinqueAlessio FagioliSebastiano FilettiGiorgio GraniEmanuele Rodolà
2020-05-28
Perceptual Extreme Super Resolution Network with Receptive Field Block
Taizhang ShangQiuju DaiShengchen ZhuTong YangYandong Guo
2020-05-26
TASO: Time and Space Optimization for Memory-Constrained DNN Inference
Yuan WenAndrew AndersonValentin RaduMichael F. P. O'BoyleDavid Gregg
2020-05-21
Self-supervised Transfer Learning for Instance Segmentation through Physical Interaction
| Andreas EitelNico HauffWolfram Burgard
2020-05-19
Cross-filter compression for CNN inference acceleration
Fuyuan LyuShien ZhuWeichen Liu
2020-05-18
Learning to Detect 3D Objects from Point Clouds in Real Time
Abhinav Sagar
2020-05-09
Wavelet Integrated CNNs for Noise-Robust Image Classification
Qiufu LiLinlin ShenSheng GuoZhihui Lai
2020-05-07
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation
| Nitin RathiGopalakrishnan SrinivasanPriyadarshini PandaKaushik Roy
2020-05-04
Lupulus: A Flexible Hardware Accelerator for Neural Networks
Andreas Toftegaard KristensenRobert GitermanAlexios Balatsoukas-StimmingAndreas Burg
2020-05-03
A scoping review of transfer learning research on medical image analysis using ImageNet
Mohammad Amin MoridAlireza BorjaliGuilherme Del Fiol
2020-04-27
PatchAttack: A Black-box Texture-based Attack with Reinforcement Learning
| Chenglin YangAdam KortylewskiCihang XieYinzhi CaoAlan Yuille
2020-04-12
Verification of Deep Convolutional Neural Networks Using ImageStars
Hoang-Dung TranStanley BakWeiming XiangTaylor T. Johnson
2020-04-12
CNN2Gate: Toward Designing a General Framework for Implementation of Convolutional Neural Networks on FPGA
Alireza GhaffariYvon Savaria
2020-04-06
Arbitrary Scale Super-Resolution for Brain MRI Images
Chuan TanJin ZhuPietro Lio'
2020-04-05
Attention-based Assisted Excitation for Salient Object Detection
Saeed MasoudniaMelika KheiriehAbdol-Hossein VahabieBabak Nadjar Araabi
2020-03-31
IMAC: In-memory multi-bit Multiplication andACcumulation in 6T SRAM Array
Mustafa AliAkhilesh JaiswalSangamesh KodgeAmogh AgrawalIndranil ChakrabortyKaushik Roy
2020-03-27
Algorithm-Based Fault Tolerance for Convolutional Neural Networks
Kai ZhaoSheng DiSihuan LiXin LiangYujia ZhaiJieyang ChenKaiming OuyangFranck CappelloZizhong Chen
2020-03-27
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
Diagnosis of Breast Cancer Based on Modern Mammography using Hybrid Transfer Learning
Aditya KhampariaSubrato BharatiPrajoy PodderDeepak GuptaAshish KhannaThai Kim PhungDang N. H. Thanh
2020-03-23
Weak and Strong Gradient Directions: Explaining Memorization, Generalization, and Hardness of Examples at Scale
Piotr ZielinskiShankar KrishnanSatrajit Chatterjee
2020-03-16
Edge-Tailored Perception: Fast Inferencing in-the-Edge with Efficient Model Distribution
Ramyad HadidiBahar AsgariJiashen CaoYounmin BaeHyojong KimMichael S. RyooHyesoon Kim
2020-03-13
Kernel Quantization for Efficient Network Compression
Zhongzhi YuYemin ShiTiejun HuangYizhou Yu
2020-03-11
Implementation of Deep Neural Networks to Classify EEG Signals using Gramian Angular Summation Field for Epilepsy Diagnosis
K. Palani ThanarajB. ParvathavarthiniU. John TanikV. RajinikanthSeifedine KadryK. Kamalanand
2020-03-08
Hybrid Deep Learning for Detecting Lung Diseases from X-ray Images
Subrato BharatiPrajoy PodderM. Rubaiyat Hossain Mondal
2020-03-02
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks
Sai Aparna AketiSourjya RoyAnand RaghunathanKaushik Roy
2020-02-23
Compressing BERT: Studying the Effects of Weight Pruning on Transfer Learning
Mitchell A. GordonKevin DuhNicholas Andrews
2020-02-19
Modelling response to trypophobia trigger using intermediate layers of ImageNet networks
Piotr WoźnickiMichał KuźbaPiotr Migdał
2020-02-19
Generator From Edges: Reconstruction of Facial Images
Nao TakanoGita Alaghband
2020-02-16
EndoL2H: Deep Super-Resolution for Capsule Endoscopy
| Yasin AlmaliogluKutsev Bengisu OzyorukAbdulkadir GokceKagan IncetanGuliz Irem GokcelerMuhammed Ali SimsekKivanc AraratRichard J. ChenNicholas J. DurrFaisal MahmoodMehmet Turan
2020-02-13
Lookahead: a Far-Sighted Alternative of Magnitude-based Pruning
| Sejun ParkJaeho LeeSangwoo MoJinwoo Shin
2020-02-12
Convolutional Neural Network Pruning Using Filter Attenuation
Morteza Mousa-PasandiMohsen HajabdollahiNader KarimiShadrokh SamaviShahram Shirani
2020-02-09
Image Fine-grained Inpainting
| Zheng HuiJie LiXiumei WangXinbo Gao
2020-02-07
Non-linear Neurons with Human-like Apical Dendrite Activations
Mariana-Iuliana GeorgescuRadu Tudor IonescuNicolae-Catalin RisteaNicu Sebe
2020-02-02
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks
Souvik KunduMahdi NazemiMassoud PedramKeith M. ChuggPeter A. Beerel
2020-01-29
Goten: GPU-Outsourcing Trusted Execution of Neural Network Training and Prediction
Anonymous
2020-01-01
Pixel Co-Occurence Based Loss Metrics for Super Resolution Texture Recovery
Anonymous
2020-01-01
Boosting Network: Learn by Growing Filters and Layers via SplitLBI
Anonymous
2020-01-01
AN EFFICIENT HOMOTOPY TRAINING ALGORITHM FOR NEURAL NETWORKS
Qipin ChenWenrui Hao
2020-01-01
Auto Network Compression with Cross-Validation Gradient
Anonymous
2020-01-01
CROSS-DOMAIN CASCADED DEEP TRANSLATION
Anonymous
2020-01-01
Pipelined Training with Stale Weights of Deep Convolutional Neural Networks
Lifu ZhangTarek S. Abdelrahman
2019-12-29
An Application of Generative Adversarial Networks for Super Resolution Medical Imaging
Rewa SoodBinit TopiwalaKarthik ChoutaguntaRohit SoodMirabela Rusu
2019-12-19
Anisotropic Super Resolution in Prostate MRI using Super Resolution Generative Adversarial Networks
Rewa SoodMirabela Rusu
2019-12-19
Fine-grained Classification of Rowing teams
M. J. A. van WezelL. J. HamburgerY. Napolean
2019-12-11
PhoneBit: Efficient GPU-Accelerated Binary Neural Network Inference Engine for Mobile Phones
Gang ChenShengyu HeHaitao MengKai Huang
2019-12-05
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters
| Xia XiaoZigeng WangSanguthevar Rajasekaran
2019-12-01
Data-Driven Compression of Convolutional Neural Networks
Ramit PahwaManoj Ghuhan ArivazhaganAnkur GargSiddarth KrishnamoorthyRohit SaxenaSunav Choudhary
2019-11-28
GhostNet: More Features from Cheap Operations
| Kai HanYunhe WangQi TianJianyuan GuoChunjing XuChang Xu
2019-11-27
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks
| Saurabh SinghShankar Krishnan
2019-11-21
Inspect Transfer Learning Architecture with Dilated Convolution
Syeda Noor Jaha AzimMd. Aminur Rab Ratul
2019-11-20
Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss
Qian WangToby P. Breckon
2019-11-18
Image-Based Feature Representation for Insider Threat Classification
Gayathri R GAtul SajjanharYong Xiang
2019-11-13
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
Emotion recognition with 4kresolution database
Qian Zheng
2019-10-24
Vulnerability of Face Recognition to Deep Morphing
Pavel KorshunovSébastien Marcel
2019-10-03
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
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
Balanced Binary Neural Networks with Gated Residual
| Mingzhu ShenXianglong LiuRuihao GongKai Han
2019-09-26
Deep Convolutions for In-Depth Automated Rock Typing
E. E. BaraboshkinL. S. IsmailovaD. M. OrlovE. A. ZhukovskayaG. A. KalmykovO. V. KhotylevE. Yu. BaraboshkinD. A. Koroteev
2019-09-23
Transfer Learning using CNN for Handwritten Devanagari Character Recognition
Nagender AnejaSandhya Aneja
2019-09-19
Acoustic scene analysis with multi-head attention networks
Weimin WangWeiran WangMing SunChao Wang
2019-09-16
Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix
Chaomin ShenYaxin PengGuixu ZhangJinsong Fan
2019-09-13
Unrolling Ternary Neural Networks
| Stephen TridgellMartin KummMartin HardieckDavid BolandDuncan MossPeter ZipfPhilip H. W. Leong
2019-09-09
Accelerated CNN Training Through Gradient Approximation
Ziheng WangSree Harsha Nelaturu
2019-08-15
Image Super-Resolution Using a Wavelet-based Generative Adversarial Network
Qi ZhangHuafeng WangSichen Yang
2019-07-24
Boosting Resolution and Recovering Texture of micro-CT Images with Deep Learning
Ying Da WangRyan T. ArmstrongPeyman Mostaghimi
2019-07-15
Measuring the Transferability of Adversarial Examples
Deyan PetrovTimothy M. Hospedales
2019-07-14
Detecting Spoofing Attacks Using VGG and SincNet: BUT-Omilia Submission to ASVspoof 2019 Challenge
Hossein ZeinaliThemos StafylakisGeorgia AthanasopoulouJohan RohdinIoannis GkinisLukáš BurgetJan "Honza'' Černocký
2019-07-13
The Receptive Field as a Regularizer in Deep Convolutional Neural Networks for Acoustic Scene Classification
| Khaled KoutiniHamid Eghbal-zadehMatthias DorferGerhard Widmer
2019-07-03
Region-Manipulated Fusion Networks for Pancreatitis Recognition
Jian WangXiaoyao LiXiangbo ShuWeiqin Li
2019-07-03
Place recognition in gardens by learning visual representations: data set and benchmark analysis
Maria Leyva-VallinaNicola StrisciuglioNicolai Petkov
2019-06-28
A simple and effective postprocessing method for image classification
Yan LiuYun LiYunhao Yuanjipeng qiang
2019-06-19
Evaluation of Dataflow through layers of Deep Neural Networks in Classification and Regression Problems
Ahmad KalhorMohsen SaffarMelika KheiriehSomayyeh HoseinipoorBabak N. Araabi
2019-06-12
Single-Camera Basketball Tracker through Pose and Semantic Feature Fusion
Adrià Arbués-SangüesaColoma BallesterGloria Haro
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
Transfer Learning with intelligent training data selection for prediction of Alzheimer's Disease
| Naimul Mefraz KhanMarcia HonNabila Abraham
2019-06-04
Cross-Domain Cascaded Deep Feature Translation
Oren KatzirDani LischinskiDaniel Cohen-Or
2019-06-04
A Closed-form Solution to Universal Style Transfer
| Ming LuHao ZhaoAnbang YaoYurong ChenFeng XuLi Zhang
2019-06-03
NodeDrop: A Condition for Reducing Network Size without Effect on Output
Louis JensenJacob HarerSang Chin
2019-06-03
Coherent Semantic Attention for Image Inpainting
| Hongyu LiuBin JiangYi XiaoChao Yang
2019-05-29
SpecNet: Spectral Domain Convolutional Neural Network
Bochen GuanJinnian ZhangWilliam A. SetharesRichard KijowskiFang Liu
2019-05-27
Locality-Promoting Representation Learning
Johannes Schneider
2019-05-25
VGG Fine-tuning for Cooking State Recognition
Juan Wilches
2019-05-13
BNN+: Improved Binary Network Training
Sajad DarabiMouloud BelbahriMatthieu CourbariauxVahid Partovi Nia
2019-05-01
Cutting Down Training Memory by Re-fowarding
Jianwei FengDong Huang
2019-05-01
The VIA Annotation Software for Images, Audio and Video
Abhishek DuttaAndrew Zisserman
2019-04-24
State Classification of Cooking Objects Using a VGG CNN
Kyle Mott
2019-04-21
DSNet: An Efficient CNN for Road Scene Segmentation
Ping-Rong ChenHsueh-Ming HangSheng-Wei ChanJing-Jhih Lin
2019-04-10
Adaptive NMS: Refining Pedestrian Detection in a Crowd
Songtao LiuDi HuangYunhong Wang
2019-04-07
Hybrid Cosine Based Convolutional Neural Networks
Adrià CiuranaAlbert Mosella-MontoroJavier Ruiz-Hidalgo
2019-04-03
Apple Leaf Disease Identification through Region-of-Interest-Aware Deep Convolutional Neural Network
Hee-Jin YuChang-Hwan Son
2019-03-25
SRGAN: Training Dataset Matters
Nao TakanoGita Alaghband
2019-03-24
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification
| Ruijie QuanXuanyi DongYu WuLinchao ZhuYi Yang
2019-03-23
Photorealistic Style Transfer via Wavelet Transforms
| Jaejun YooYoungjung UhSanghyuk ChunByeongkyu KangJung-Woo Ha
2019-03-23
HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs
| Pravendra SinghVinay Kumar VermaPiyush RaiVinay P. Namboodiri
2019-03-11
GAP: Generalizable Approximate Graph Partitioning Framework
| Azade NaziWill HangAnna GoldieSujith RaviAzalia Mirhoseini
2019-03-02
Generative Collaborative Networks for Single Image Super-Resolution
| Mohamed El Amine SeddikMohamed TamaazoustiJohn Lin
2019-02-27
DNNVM : End-to-End Compiler Leveraging Heterogeneous Optimizations on FPGA-based CNN Accelerators
Yu XingShuang LiangLingzhi SuiXijie JiaJiantao QiuXin LiuYushun WangYu WangYi Shan
2019-02-20
Improving Catheter Segmentation & Localization in 3D Cardiac Ultrasound Using Direction-Fused FCN
Hongxu YangCaifeng ShanAlexander F. KolenPeter H. N. de With
2019-02-14
Extended 2D Consensus Hippocampus Segmentation
| Diedre CarmoBruna SilvaClarissa YasudaLetícia RittnerRoberto Lotufo
2019-02-12
Dual Path Multi-Scale Fusion Networks with Attention for Crowd Counting
| Liang ZhuZhijian ZhaoChao LuYining LinYao PengTangren Yao
2019-02-04
Efficient Hybrid Network Architectures for Extremely Quantized Neural Networks Enabling Intelligence at the Edge
Indranil ChakrabortyDeboleena RoyAayush AnkitKaushik Roy
2019-02-01
Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning
| Shaohui LinRongrong JiYuchao LiCheng DengXuelong Li
2019-01-23
Spectrogram Feature Losses for Music Source Separation
Abhimanyu SahaiRomann WeberBrian McWilliams
2019-01-15
Stealing Neural Networks via Timing Side Channels
Vasisht DudduDebasis SamantaD Vijay RaoValentina E. Balas
2018-12-31
Greedy Layerwise Learning Can Scale to ImageNet
| Eugene BelilovskyMichael EickenbergEdouard Oyallon
2018-12-29
DeepFakes: a New Threat to Face Recognition? Assessment and Detection
Pavel KorshunovSebastien Marcel
2018-12-20
SREdgeNet: Edge Enhanced Single Image Super Resolution using Dense Edge Detection Network and Feature Merge Network
Kwanyoung KimSe Young Chun
2018-12-18
A Low Effort Approach to Structured CNN Design Using PCA
Isha GargPriyadarshini PandaKaushik Roy
2018-12-15
Stacked Spatio-Temporal Graph Convolutional Networks for Action Segmentation
Pallabi GhoshYi YaoLarry S. DavisAjay Divakaran
2018-11-26
GLStyleNet: Higher Quality Style Transfer Combining Global and Local Pyramid Features
| Zhizhong WangLei ZhaoWei XingDongming Lu
2018-11-18
M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network
| Qijie ZhaoTao ShengYongtao WangZhi TangYing ChenLing CaiHaibin Ling
2018-11-12
Bi-GANs-ST for Perceptual Image Super-resolution
Xiaotong LuoRong ChenYuan XieYanyun QuCuihua Li
2018-11-01
The Effect of Learning Strategy versus Inherent Architecture Properties on the Ability of Convolutional Neural Networks to Develop Transformation Invariance
Megha SrivastavaKalanit Grill-Spector
2018-10-31
Super-Resolution via Conditional Implicit Maximum Likelihood Estimation
Ke LiShichong PengJitendra Malik
2018-10-02
Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network
Xuanqing LiuYao LiChongruo WuCho-Jui Hsieh
2018-10-01
Déjà Vu: an empirical evaluation of the memorization properties of ConvNets
Alexandre SablayrollesMatthijs DouzeCordelia SchmidHervé Jégou
2018-09-17
Interactive Binary Image Segmentation with Edge Preservation
Jianfeng ZhangLiezhuo ZhangYuankai TengXiaoping ZhangSong WangLili Ju
2018-09-10
How is Contrast Encoded in Deep Neural Networks?
Arash AkbariniaKarl R. Gegenfurtner
2018-09-05
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
| Xintao WangKe YuShixiang WuJinjin GuYihao LiuChao DongChen Change LoyYu QiaoXiaoou Tang
2018-09-01
The Impact of Preprocessing on Deep Representations for Iris Recognition on Unconstrained Environments
Luiz A. ZanlorensiEduardo LuzRayson LarocaAlceu S. Britto Jr.Luiz S. OliveiraDavid Menotti
2018-08-29
Wide Activation for Efficient and Accurate Image Super-Resolution
| Jiahui YuYuchen FanJianchao YangNing XuZhaowen WangXinchao WangThomas Huang
2018-08-27
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images
| Jo SchlemperOzan OktayMichiel SchaapMattias HeinrichBernhard KainzBen GlockerDaniel Rueckert
2018-08-22
Cache Telepathy: Leveraging Shared Resource Attacks to Learn DNN Architectures
Mengjia YanChristopher FletcherJosep Torrellas
2018-08-14
Rethinking Numerical Representations for Deep Neural Networks
Parker HillBabak ZamiraiShengshuo LuYu-Wei ChaoMichael LaurenzanoMehrzad SamadiMarios PapaefthymiouScott MahlkeThomas WenischJia DengLingjia TangJason Mars
2018-08-07
X-GANs: Image Reconstruction Made Easy for Extreme Cases
Longfei LiuSheng LiYisong ChenGuoping Wang
2018-08-06
Is Robustness the Cost of Accuracy? -- A Comprehensive Study on the Robustness of 18 Deep Image Classification Models
| Dong SuHuan ZhangHongge ChenJinfeng YiPin-Yu ChenYupeng Gao
2018-08-05
SlimNets: An Exploration of Deep Model Compression and Acceleration
Ini OguntolaSubby OlubekoChristopher Sweeney
2018-08-01
Optimal Gradient Checkpoint Search for Arbitrary Computation Graphs
Jianwei FengDong Huang
2018-07-31
Extreme Network Compression via Filter Group Approximation
Bo PengWenming TanZheyang LiShun ZhangDi XieShiliang Pu
2018-07-30
Crossbar-aware neural network pruning
Ling LiangLei DengYueling ZengXing HuYu JiXin MaGuoqi LiYuan Xie
2018-07-25
ISIC 2018-A Method for Lesion Segmentation
Hongdiao WenRongjian XuTie Zhang
2018-07-19
CBAM: Convolutional Block Attention Module
| Sanghyun WooJongchan ParkJoon-Young LeeIn So Kweon
2018-07-17
Automated Performance Assessment in Transoesophageal Echocardiography with Convolutional Neural Networks
Evangelos B. MazomenosKamakshi BansalBruce MartinAndrew SmithSusan WrightDanail Stoyanov
2018-06-13
Single Image Dehazing via Conditional Generative Adversarial Network
Runde LiJinshan PanZechao LiJinhui Tang
2018-06-01
CartoonGAN: Generative Adversarial Networks for Photo Cartoonization
| Yang ChenYu-Kun LaiYong-Jin Liu
2018-06-01
A PID Controller Approach for Stochastic Optimization of Deep Networks
| Wangpeng AnHaoqian WangQingyun SunJun XuQionghai DaiLei Zhang
2018-06-01
Object detection at 200 Frames Per Second
Rakesh MehtaCemalettin Ozturk
2018-05-16
Classification of Protein Crystallization X-Ray Images Using Major Convolutional Neural Network Architectures
Soheil GhafurianPeter OrthCorey StricklandHua SuSangita PatelSteven SoissonBelma Dogdas
2018-05-11
Unifying Data, Model and Hybrid Parallelism in Deep Learning via Tensor Tiling
Minjie WangChien-chin HuangJinyang Li
2018-05-10
The Effectiveness of Instance Normalization: a Strong Baseline for Single Image Dehazing
Zheng XuXitong YangXue LiXiaoshuai Sun
2018-05-08
Quantization Mimic: Towards Very Tiny CNN for Object Detection
Yi WeiXinyu PanHongwei QinWanli OuyangJunjie Yan
2018-05-06
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
| Zhirong WuYuanjun XiongStella YuDahua Lin
2018-05-05
Ultra Power-Efficient CNN Domain Specific Accelerator with 9.3TOPS/Watt for Mobile and Embedded Applications
Baohua SunLin YangPatrick DongWenhan ZhangJason DongCharles Young
2018-04-30
An Anti-fraud System for Car Insurance Claim Based on Visual Evidence
Pei LiBingyu ShenWeishan Dong
2018-04-30
Generating a Fusion Image: One's Identity and Another's Shape
Donggyu JooDoyeon KimJunmo Kim
2018-04-20
Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model
| Baris GecerBinod BhattaraiJosef KittlerTae-Kyun Kim
2018-04-10
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform
| Xintao WangKe YuChao DongChen Change Loy
2018-04-09
Learning Depth from Single Images with Deep Neural Network Embedding Focal Length
Lei HeGuanghui WangZhanyi Hu
2018-03-27
Adversarial Defense based on Structure-to-Signal Autoencoders
Joachim FolzSebastian PalacioJoern HeesDamian BorthAndreas Dengel
2018-03-21
Improving Object Counting with Heatmap Regulation
| Shubhra AichIan Stavness
2018-03-14
Averaging Weights Leads to Wider Optima and Better Generalization
| Pavel IzmailovDmitrii PodoprikhinTimur GaripovDmitry VetrovAndrew Gordon Wilson
2018-03-14
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures
Abhronil SenguptaYuting YeRobert WangChiao LiuKaushik Roy
2018-02-07
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric
| Richard ZhangPhillip IsolaAlexei A. EfrosEli ShechtmanOliver Wang
2018-01-11
Identity-preserving Face Recovery from Portraits
Fatemeh ShiriXin YuFatih PorikliRichard HartleyPiotr Koniusz
2018-01-08
Enhancing Batch Normalized Convolutional Networks using Displaced Rectifier Linear Units: A Systematic Comparative Study
David MacêdoCleber ZanchettinAdriano L. I. OliveiraTeresa Ludermir
2018-01-01
Tensor Contraction & Regression Networks
Jean KossaifiZack Chase LiptonAran KhannaTommaso FurlanelloAnima Anandkumar
2018-01-01
Better Generalization by Efficient Trust Region Method
Xuanqing LiuJason D. LeeCho-Jui Hsieh
2018-01-01
The loss surface and expressivity of deep convolutional neural networks
Quynh NguyenMatthias Hein
2018-01-01
Handwritten Bangla Character Recognition Using The State-of-Art Deep Convolutional Neural Networks
| Md Zahangir AlomPeheding SidikeMahmudul HasanTark M. TahaVijayan K. Asari
2017-12-28
Learning a Wavelet-like Auto-Encoder to Accelerate Deep Neural Networks
Tianshui ChenLiang LinWangmeng ZuoXiaonan LuoLei Zhang
2017-12-20
AdaBatch: Adaptive Batch Sizes for Training Deep Neural Networks
Aditya DevarakondaMaxim NaumovMichael Garland
2017-12-06
Cascade R-CNN: Delving into High Quality Object Detection
| Zhaowei CaiNuno Vasconcelos
2017-12-03
Towards Robust Neural Networks via Random Self-ensemble
Xuanqing LiuMinhao ChengHuan ZhangCho-Jui Hsieh
2017-12-02
Deep Learning for identifying radiogenomic associations in breast cancer
Zhe ZhuEhab AlbadawyAshirbani SahaJun ZhangMichael R. HarowiczMaciej A. Mazurowski
2017-11-29
Receptive Field Block Net for Accurate and Fast Object Detection
| Songtao LiuDi HuangYunhong Wang
2017-11-21
Single-Shot Refinement Neural Network for Object Detection
| Shifeng ZhangLongyin WenXiao BianZhen LeiStan Z. Li
2017-11-18
Deep Within-Class Covariance Analysis for Robust Audio Representation Learning
Hamid Eghbal-zadehMatthias DorferGerhard Widmer
2017-11-10
Fine-tuning CNN Image Retrieval with No Human Annotation
| Filip RadenovićGiorgos ToliasOndřej Chum
2017-11-03
Optimization Landscape and Expressivity of Deep CNNs
Quynh NguyenMatthias Hein
2017-10-30
Projection Based Weight Normalization for Deep Neural Networks
| Lei HuangXianglong LiuBo LangBo Li
2017-10-06
Fast Landmark Localization with 3D Component Reconstruction and CNN for Cross-Pose Recognition
Gee-SernHsuHung-Cheng ShieCheng-Hua Hsieh
2017-08-31
Advances in Joint CTC-Attention based End-to-End Speech Recognition with a Deep CNN Encoder and RNN-LM
| Takaaki HoriShinji WatanabeYu ZhangWilliam Chan
2017-06-08
Efficient and Scalable View Generation from a Single Image using Fully Convolutional Networks
Sung-Ho BaeMohamed ElgharibMohamed HefeedaWojciech Matusik
2017-05-10
Accurate Single Stage Detector Using Recurrent Rolling Convolution
| Jimmy RenXiaohao ChenJianbo LiuWenxiu SunJiahao PangQiong YanYu-Wing TaiLi Xu
2017-04-19
Cutting the Error by Half: Investigation of Very Deep CNN and Advanced Training Strategies for Document Image Classification
| Muhammad Zeshan AfzalAndreas KölschSheraz AhmedMarcus Liwicki
2017-04-11
DyVEDeep: Dynamic Variable Effort Deep Neural Networks
Sanjay GanapathySwagath VenkataramaniBalaraman RavindranAnand Raghunathan
2017-04-04
Theory II: Landscape of the Empirical Risk in Deep Learning
Qianli LiaoTomaso Poggio
2017-03-28
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization
| Xun HuangSerge Belongie
2017-03-20
The Power of Sparsity in Convolutional Neural Networks
Soravit ChangpinyoMark SandlerAndrey Zhmoginov
2017-02-21
Oriented Response Networks
| Yanzhao ZhouQixiang YeQiang QiuJianbin Jiao
2017-01-07
Learning to Segment Object Candidates via Recursive Neural Networks
Tianshui ChenLiang LinXian WuNong XiaoXiaonan Luo
2016-12-04
Speed/accuracy trade-offs for modern convolutional object detectors
| Jonathan HuangVivek RathodChen SunMenglong ZhuAnoop KorattikaraAlireza FathiIan FischerZbigniew WojnaYang SongSergio GuadarramaKevin Murphy
2016-11-30
LOTS about Attacking Deep Features
Andras RozsaManuel GüntherTerrance E. Boult
2016-11-18
DeepGaze II: Reading fixations from deep features trained on object recognition
Matthias KümmererThomas S. A. WallisMatthias Bethge
2016-10-05
Caffeinated FPGAs: FPGA Framework For Convolutional Neural Networks
Roberto DiCeccoGriffin LaceyJasmina VasiljevicPaul ChowGraham TaylorShawki Areibi
2016-09-30
CNN Architectures for Large-Scale Audio Classification
| Shawn HersheySourish ChaudhuriDaniel P. W. EllisJort F. GemmekeAren JansenR. Channing MooreManoj PlakalDevin PlattRif A. SaurousBryan SeyboldMalcolm SlaneyRon J. WeissKevin Wilson
2016-09-29
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
| Christian LedigLucas TheisFerenc HuszarJose CaballeroAndrew CunninghamAlejandro AcostaAndrew AitkenAlykhan TejaniJohannes TotzZehan WangWenzhe Shi
2016-09-15
Design of Efficient Convolutional Layers using Single Intra-channel Convolution, Topological Subdivisioning and Spatial "Bottleneck" Structure
| Min WangBaoyuan LiuHassan Foroosh
2016-08-15
cltorch: a Hardware-Agnostic Backend for the Torch Deep Neural Network Library, Based on OpenCL
Hugh Perkins
2016-06-15
Systematic evaluation of CNN advances on the ImageNet
| Dmytro MishkinNikolay SergievskiyJiri Matas
2016-06-07
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
| Liang-Chieh ChenGeorge PapandreouIasonas KokkinosKevin MurphyAlan L. Yuille
2016-06-02
Parametric Exponential Linear Unit for Deep Convolutional Neural Networks
Ludovic TrottierPhilippe GiguèreBrahim Chaib-draa
2016-05-30
Fully Convolutional Networks for Semantic Segmentation
| Evan ShelhamerJonathan LongTrevor Darrell
2016-05-20
T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos
| Kai KangHongsheng LiJunjie YanXingyu ZengBin YangTong XiaoCong ZhangZhe WangRuohui WangXiaogang WangWanli Ouyang
2016-04-09
A MultiPath Network for Object Detection
| Sergey ZagoruykoAdam LererTsung-Yi LinPedro O. PinheiroSam GrossSoumith ChintalaPiotr Dollár
2016-04-07
Learning to Refine Object Segments
| Pedro O. PinheiroTsung-Yi LinRonan CollobertPiotr Dollàr
2016-03-29
Instance-sensitive Fully Convolutional Networks
Jifeng DaiKaiming HeYi LiShaoqing RenJian Sun
2016-03-29
Understanding and Improving Convolutional Neural Networks via Concatenated Rectified Linear Units
Wenling ShangKihyuk SohnDiogo AlmeidaHonglak Lee
2016-03-16
vDNN: Virtualized Deep Neural Networks for Scalable, Memory-Efficient Neural Network Design
| Minsoo RhuNatalia GimelsheinJason ClemonsArslan ZulfiqarStephen W. Keckler
2016-02-25
Hybrid CNN and Dictionary-Based Models for Scene Recognition and Domain Adaptation
Guo-Sen XieXu-Yao ZhangShuicheng YanCheng-Lin Liu
2016-01-29
SSD: Single Shot MultiBox Detector
| Wei LiuDragomir AnguelovDumitru ErhanChristian SzegedyScott ReedCheng-Yang FuAlexander C. Berg
2015-12-08
Gradual DropIn of Layers to Train Very Deep Neural Networks
Leslie N. SmithEmily M. HandTimothy Doster
2015-11-22
Convolutional neural networks with low-rank regularization
| Cheng TaiTong XiaoYi ZhangXiaogang WangWeinan E
2015-11-19
Fast Algorithms for Convolutional Neural Networks
| Andrew LavinScott Gray
2015-09-30
Very Deep Multilingual Convolutional Neural Networks for LVCSR
Tom SercuChristian PuhrschBrian KingsburyYann LeCun
2015-09-29
Tensorizing Neural Networks
| Alexander NovikovDmitry PodoprikhinAnton OsokinDmitry Vetrov
2015-09-22
You Only Look Once: Unified, Real-Time Object Detection
| Joseph RedmonSantosh DivvalaRoss GirshickAli Farhadi
2015-06-08
Understanding deep features with computer-generated imagery
Mathieu AubryBryan Russell
2015-06-03
Learning Deconvolution Network for Semantic Segmentation
| Hyeonwoo NohSeunghoon HongBohyung Han
2015-05-17
DeepID3: Face Recognition with Very Deep Neural Networks
| Yi SunDing LiangXiaogang WangXiaoou Tang
2015-02-03
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs
| Liang-Chieh ChenGeorge PapandreouIasonas KokkinosKevin MurphyAlan L. Yuille
2014-12-22
Fully Convolutional Networks for Semantic Segmentation
| Jonathan LongEvan ShelhamerTrevor Darrell
2014-11-14
Very Deep Convolutional Networks for Large-Scale Image Recognition
| Karen SimonyanAndrew Zisserman
2014-09-04

Tasks

TASK PAPERS SHARE
Image Classification 29 11.55%
Object Detection 22 8.76%
Super-Resolution 18 7.17%
Semantic Segmentation 13 5.18%
Image Super-Resolution 12 4.78%
Object Recognition 10 3.98%
Quantization 8 3.19%
Face Recognition 5 1.99%
Style Transfer 5 1.99%

Categories