Grouped Convolution

Introduced by Krizhevsky et al. in ImageNet Classification with Deep Convolutional Neural Networks

A Grouped Convolution uses a group of convolutions - multiple kernels per layer - resulting in multiple channel outputs per layer. This leads to wider networks helping a network learn a varied set of low level and high level features. The original motivation of using Grouped Convolutions in AlexNet was to distribute the model over multiple GPUs as an engineering compromise. But later, with models such as ResNeXt, it was shown this module could be used to improve classification accuracy. Specifically by exposing a new dimension through grouped convolutions, cardinality (the size of set of transformations), we can increase accuracy by increasing it.

Source: ImageNet Classification with Deep Convolutional Neural Networks

Latest Papers

PAPER DATE
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2020-08-03
Late Temporal Modeling in 3D CNN Architectures with BERT for Action Recognition
| M. Esat KalfaogluSinan KalkanA. Aydin Alatan
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Intriguing generalization and simplicity of adversarially trained neural networks
Chirag AgarwalPeijie ChenAnh Nguyen
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Adversarial representation learning for private speech generation
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Interpolation between Residual and Non-Residual Networks
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| Xiang LiWenhai WangLijun WuShuo ChenXiaolin HuJun LiJinhui TangJian Yang
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Andreas Toftegaard KristensenRobert GitermanAlexios Balatsoukas-StimmingAndreas Burg
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Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
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Mohammad Amin MoridAlireza BorjaliGuilherme Del Fiol
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Quantization of Deep Neural Networks for Accumulator-constrained Processors
Barry de BruinZoran ZivkovicHenk Corporaal
2020-04-24
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| Alexey BochkovskiyChien-Yao WangHong-Yuan Mark Liao
2020-04-23
DyNet: Dynamic Convolution for Accelerating Convolutional Neural Networks
Yikang ZhangJian ZhangQiang WangZhao Zhong
2020-04-22
LSQ+: Improving low-bit quantization through learnable offsets and better initialization
| Yash BhalgatJinwon LeeMarkus NagelTijmen BlankevoortNojun Kwak
2020-04-20
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
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Sameer WaghShruti TopleFabrice BenhamoudaEyal KushilevitzPrateek MittalTal Rabin
2020-04-05
Neural Architecture Search for Lightweight Non-Local Networks
| Yingwei LiXiaojie JinJieru MeiXiaochen LianLinjie YangCihang XieQihang YuYuyin ZhouSong BaiAlan Yuille
2020-04-04
Detection of Coronavirus (COVID-19) Associated Pneumonia based on Generative Adversarial Networks and a Fine-Tuned Deep Transfer Learning Model using Chest X-ray Dataset
Nour Eldeen M. KhalifaMohamed Hamed N. TahaAboul Ella HassanienSally Elghamrawy
2020-04-02
Attention-based Assisted Excitation for Salient Object Detection
Saeed MasoudniaMelika KheiriehAbdol-Hossein VahabieBabak Nadjar Araabi
2020-03-31
Diagnosing COVID-19 Pneumonia from X-Ray and CT Images using Deep Learning and Transfer Learning Algorithms
Halgurd S. MaghdidAras T. AsaadKayhan Zrar GhafoorAli Safaa SadiqMuhammad Khurram Khan
2020-03-31
Designing Network Design Spaces
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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
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection
| Jianyuan GuoKai HanYunhe WangChao ZhangZhaohui YangHan WuXinghao ChenChang Xu
2020-03-26
Multi-Plateau Ensemble for Endoscopic Artefact Segmentation and Detection
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2020-03-23
Performance Evaluation of Advanced Deep Learning Architectures for Offline Handwritten Character Recognition
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2020-03-15
Edge-Tailored Perception: Fast Inferencing in-the-Edge with Efficient Model Distribution
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2020-03-08
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2020-02-28
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2020-02-28
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Introducing Fuzzy Layers for Deep Learning
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Keno K. BressemLisa AdamsChristoph ErxlebenBernd HammStefan NiehuesJanis Vahldiek
2020-02-20
Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations
| Yichi ZhangRitchie ZhaoWeizhe HuaNayun XuG. Edward SuhZhiru Zhang
2020-02-17
Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets
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2020-02-14
Object Detection on Single Monocular Images through Canonical Correlation Analysis
Zifan YuSuya You
2020-02-13
BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization
Miloš NikolićGhouthi Boukli HaceneCiaran BannonAlberto Delmas LascorzMatthieu CourbariauxYoshua BengioVincent GriponAndreas Moshovos
2020-02-08
Learning Hyperspectral Feature Extraction and Classification with ResNeXt Network
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2020-02-07
Robust Decoy-enhanced Saliency Maps
Yang LuWenbo GuoXinyu XingWilliam Stafford Noble
2020-02-03
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks
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2020-01-29
CNN-CASS: CNN for Classification of Coronary Artery Stenosis Score in MPR Images
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2020-01-23
Quantisation and Pruning for Neural Network Compression and Regularisation
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2020-01-14
GroSS Decomposition: Group-Size Series Decomposition for Whole Search-Space Training
Anonymous
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Multi-Precision Policy Enforced Training (MuPPET) : A precision-switching strategy for quantised fixed-point training of CNNs
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Robustness and/or Redundancy Emerge in Overparametrized Deep Neural Networks
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Layerwise Learning Rates for Object Features in Unsupervised and Supervised Neural Networks And Consequent Predictions for the Infant Visual System
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Hybrid Weight Representation: A Quantization Method Represented with Ternary and Sparse-Large Weights
Anonymous
2020-01-01
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
Anonymous
2020-01-01
Are there any 'object detectors' in the hidden layers of CNNs trained to identify objects or scenes?
Anonymous
2020-01-01
Rethinking the Security of Skip Connections in ResNet-like Neural Networks
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2020-01-01
Robust saliency maps with distribution-preserving decoys
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2020-01-01
Analytical Moment Regularizer for Training Robust Networks
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UW-NET: AN INCEPTION-ATTENTION NETWORK FOR UNDERWATER IMAGE CLASSIFICATION
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2020-01-01
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
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DyNet: Dynamic Convolution for Accelerating Convolution Neural Networks
Anonymous
2020-01-01
Resizable Neural Networks
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2020-01-01
ZeroQ: A Novel Zero Shot Quantization Framework
| Yaohui CaiZhewei YaoZhen DongAmir GholamiMichael W. MahoneyKurt Keutzer
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Pipelined Training with Stale Weights of Deep Convolutional Neural Networks
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2019-12-29
All-in-One Image-Grounded Conversational Agents
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2019-12-28
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation
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2019-12-13
Gabor Layers Enhance Network Robustness
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2019-12-11
Frivolous Units Help to Explain Non-Overfitting in Overparametrized Deep Neural Networks
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2019-12-10
An Empirical Study on Position of the Batch Normalization Layer in Convolutional Neural Networks
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2019-12-09
PhoneBit: Efficient GPU-Accelerated Binary Neural Network Inference Engine for Mobile Phones
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Divided We Stand: A Novel Residual Group Attention Mechanism for Medical Image Segmentation
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GroSS: Group-Size Series Decomposition for Grouped Architecture Search
Henry Howard-JenkinsYiwen LiVictor A. Prisacariu
2019-12-02
FT-ClipAct: Resilience Analysis of Deep Neural Networks and Improving their Fault Tolerance using Clipped Activation
Le-Ha HoangMuhammad Abdullah HanifMuhammad Shafique
2019-12-02
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters
| Xia XiaoZigeng WangSanguthevar Rajasekaran
2019-12-01
Pruning at a Glance: Global Neural Pruning for Model Compression
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2019-11-30
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
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Privacy preserving Neural Network Inference on Encrypted Data with GPUs
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Shape Detection In 2D Ultrasound Images
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AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers
Julian FaraoneMartin KummMartin HardieckPeter ZipfXueyuan LiuDavid BolandPhilip H. W. Leong
2019-11-19
CenterMask : Real-Time Anchor-Free Instance Segmentation
| Youngwan LeeJongyoul Park
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Self-labelling via simultaneous clustering and representation learning
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CHEETAH: An Ultra-Fast, Approximation-Free, and Privacy-Preserved Neural Network Framework based on Joint Obscure Linear and Nonlinear Computations
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A Scalable Multilabel Classification to Deploy Deep Learning Architectures For Edge Devices
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Enhanced Convolutional Neural Tangent Kernels
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2019-11-03
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2019-10-26
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Improving Vehicle Re-Identification using CNN Latent Spaces: Metrics Comparison and Track-to-track Extension
| Geoffrey Roman-JimenezPatrice GuyotThierry MalonSylvie ChambonVincent CharvillatAlain CrouzilAndré PéninouJulien PinquierFlorence SedesChristine Sénac
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Depth-wise Decomposition for Accelerating Separable Convolutions in Efficient Convolutional Neural Networks
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2019-10-21
SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking
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BOBBY2: Buffer Based Robust High-Speed Object Tracking
| Keifer LeeJun Jet TaiSwee King Phang
2019-10-18
Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based Approach
| Haichuan YangShupeng GuiYuhao ZhuJi Liu
2019-10-14
Deep Network Classification by Scattering and Homotopy Dictionary Learning
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MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis
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On Leveraging the Visual Modality for Neural Machine Translation
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A Pre-defined Sparse Kernel Based Convolution for Deep CNNs
Souvik KunduSaurav PrakashHaleh AkramiPeter A. BeerelKeith M. Chugg
2019-10-02
DSConv: Efficient Convolution Operator
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2019-10-01
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| Enze XiePeize SunXiaoge SongWenhai WangDing LiangChunhua ShenPing Luo
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Transfer Learning using CNN for Handwritten Devanagari Character Recognition
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Automatic Grading of Individual Knee Osteoarthritis Features in Plain Radiographs using Deep Convolutional Neural Networks
| Aleksei TiulpinSimo Saarakkala
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A Strong Feature Representation for Siamese Network Tracker
| Zhipeng ZhouRui ZhangDong Yin
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| A. Emin Orhan
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Region-Manipulated Fusion Networks for Pancreatitis Recognition
Jian WangXiaoyao LiXiangbo ShuWeiqin Li
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Xiaolong MaSheng LinShaokai YeZhezhi HeLinfeng ZhangGeng YuanSia Huat TanZhengang LiDeliang FanXuehai QianXue LinKaisheng MaYanzhi Wang
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Deep Single Image Deraining Via Estimating Transmission and Atmospheric Light in rainy Scenes
Yinglong WangQinfeng ShiEhsan AbbasnejadChao MaXiaoping MaBing Zeng
2019-06-22
Acute Lymphoblastic Leukemia Classification from Microscopic Images using Convolutional Neural Networks
| Jonas PrellbergOliver Kramer
2019-06-21
Understanding More about Human and Machine Attention in Deep Neural Networks
Qiuxia LaiSalman KhanYongwei NieJianbing ShenHanqiu SunLing Shao
2019-06-20
Hardware Aware Neural Network Architectures using FbNet
| Sai Vineeth Kalluru SrinivasHarideep NairVinay Vidyasagar
2019-06-17
Fixing the train-test resolution discrepancy
| Hugo TouvronAndrea VedaldiMatthijs DouzeHervé Jégou
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Learning Instance Occlusion for Panoptic Segmentation
| Justin LazarowKwonjoon LeeKunyu ShiZhuowen Tu
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Contrastive Multiview Coding
| Yonglong TianDilip KrishnanPhillip Isola
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Table-Based Neural Units: Fully Quantizing Networks for Multiply-Free Inference
Michele CovellDavid MarwoodShumeet BalujaNick Johnston
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HGC: Hierarchical Group Convolution for Highly Efficient Neural Network
Xukai XieYuan ZhouSun-Yuan Kung
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DiCENet: Dimension-wise Convolutions for Efficient Networks
| Sachin MehtaHannaneh HajishirziMohammad Rastegari
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Visual Confusion Label Tree For Image Classification
Yuntao LiuYong DouRuochun JinRongchun Li
2019-06-05
AI-Skin : Skin Disease Recognition based on Self-learning and Wide Data Collection through a Closed Loop Framework
Min ChenPing ZhouDi WuLong HuMohammad Mehedi HassanAtif Alamri
2019-06-05
Butterfly Transform: An Efficient FFT Based Neural Architecture Design
| Keivan Alizadeh VahidAnish PrabhuAli FarhadiMohammad Rastegari
2019-06-05
Deeply-supervised Knowledge Synergy
| Dawei SunAnbang YaoAojun ZhouHao Zhao
2019-06-03
Selective Kernel Networks
Xiang Li Wenhai Wang Xiaolin Hu Jian Yang
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On Network Design Spaces for Visual Recognition
| Ilija RadosavovicJustin JohnsonSaining XieWan-Yen LoPiotr Dollár
2019-05-30
OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks
| Jiashi LiQi QiJingyu WangCe GeYujian LiZhangzhang YueHaifeng Sun
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SpecNet: Spectral Domain Convolutional Neural Network
Bochen GuanJinnian ZhangWilliam A. SetharesRichard KijowskiFang Liu
2019-05-27
Structured Compression by Weight Encryption for Unstructured Pruning and Quantization
Se Jung KwonDongsoo LeeByeongwook KimParichay KapoorBaeseong ParkGu-Yeon Wei
2019-05-24
Additive Noise Annealing and Approximation Properties of Quantized Neural Networks
| Matteo SpallanzaniLukas CavigelliGian Paolo LeonardiMarko BertognaLuca Benini
2019-05-24
Magnetoresistive RAM for error resilient XNOR-Nets
| Michail TzoufrasMarcin GajekAndrew Walker
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Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation
| Linfeng ZhangJiebo SongAnni GaoJingwei ChenChenglong BaoKaisheng Ma
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A deep learning approach to detecting volcano deformation from satellite imagery using synthetic datasets
Nantheera AnantrasirichaiJuliet BiggsFabien AlbinoDavid Bull
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CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features
| Sangdoo YunDongyoon HanSeong Joon OhSanghyuk ChunJunsuk ChoeYoungjoon Yoo
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NeuPart: Using Analytical Models to Drive Energy-Efficient Partitioning of CNN Computations on Cloud-Connected Mobile Clients
Susmita Dey ManasiFarhana Sharmin SnigdhaSachin S. Sapatnekar
2019-05-09
SinReQ: Generalized Sinusoidal Regularization for Low-Bitwidth Deep Quantized Training
Ahmed T. ElthakebPrannoy PilligundlaHadi Esmaeilzadeh
2019-05-04
Billion-scale semi-supervised learning for image classification
| I. Zeki YalnizHervé JégouKan ChenManohar PaluriDhruv Mahajan
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Directing DNNs Attention for Facial Attribution Classification using Gradient-weighted Class Activation Mapping
Xi YangBojian WuIssei SatoTakeo Igarashi
2019-05-02
Aligning Artificial Neural Networks to the Brain yields Shallow Recurrent Architectures
Jonas KubiliusMartin SchrimpfHa HongNajib J. MajajRishi RajalinghamElias B. IssaKohitij KarPouya BashivanJonathan Prescott-RoyKailyn SchmidtAran NayebiDaniel BearDaniel L. K. YaminsJames J. DiCarlo
2019-05-01
BNN+: Improved Binary Network Training
Sajad DarabiMouloud BelbahriMatthieu CourbariauxVahid Partovi Nia
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Traditional and Heavy Tailed Self Regularization in Neural Network Models
Charles H. MartinMichael W. Mahoney
2019-05-01
ResNet Can Be Pruned 60x: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning
Xiaolong MaGeng YuanSheng LinZhengang LiHao SunYanzhi Wang
2019-04-30
On Exact Computation with an Infinitely Wide Neural Net
| Sanjeev AroraSimon S. DuWei HuZhiyuan LiRuslan SalakhutdinovRuosong Wang
2019-04-26
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
Data-Driven Neuron Allocation for Scale Aggregation Networks
| Yi LiZhanghui KuangYimin ChenWayne Zhang
2019-04-20
Signal2Image Modules in Deep Neural Networks for EEG Classification
| Paschalis BizopoulosGeorge I LambrouDimitrios Koutsouris
2019-04-18
swTVM: Exploring the Automated Compilation for Deep Learning on Sunway Architecture
Changxi LiuHailong YangRujun SunZhongzhi LuanLin GanGuangwen YangDepei Qian
2019-04-16
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
C3AE: Exploring the Limits of Compact Model for Age Estimation
| Chao ZhangShuaicheng LiuXun XuCe Zhu
2019-04-10
FoveaBox: Beyond Anchor-based Object Detector
| Tao KongFuchun SunHuaping LiuYuning JiangLei LiJianbo Shi
2019-04-08
Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network
Mohammad EsmaeilpourPatrick CardinalAlessandro Lameiras Koerich
2019-04-08
Libra R-CNN: Towards Balanced Learning for Object Detection
| Jiangmiao PangKai ChenJianping ShiHuajun FengWanli OuyangDahua Lin
2019-04-04
FCOS: Fully Convolutional One-Stage Object Detection
| Zhi TianChunhua ShenHao ChenTong He
2019-04-02
Res2Net: A New Multi-scale Backbone Architecture
| Shang-Hua GaoMing-Ming ChengKai ZhaoXin-Yu ZhangMing-Hsuan YangPhilip Torr
2019-04-02
Why ResNet Works? Residuals Generalize
Fengxiang HeTongliang LiuDacheng Tao
2019-04-02
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations
| Dan HendrycksThomas Dietterich
2019-03-28
Micro-Batch Training with Batch-Channel Normalization and Weight Standardization
| Siyuan QiaoHuiyu WangChenxi LiuWei ShenAlan Yuille
2019-03-25
BitSplit-Net: Multi-bit Deep Neural Network with Bitwise Activation Function
Hyungjun KimYulhwa KimSungju RyuJae-Joon Kim
2019-03-23
Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM
| Shaokai YeXiaoyu FengTianyun ZhangXiaolong MaSheng LinZhengang LiKaidi XuWujie WenSijia LiuJian TangMakan FardadXue LinYongpan LiuYanzhi Wang
2019-03-23
swCaffe: a Parallel Framework for Accelerating Deep Learning Applications on Sunway TaihuLight
Jiarui FangLiandeng LiHaohuan FuJinlei JiangWenlai ZhaoConghui HeXin YouGuangwen Yang
2019-03-16
Selective Kernel Networks
| Xiang LiWenhai WangXiaolin HuJian Yang
2019-03-15
Inefficiency of K-FAC for Large Batch Size Training
Linjian MaGabe MontagueJiayu YeZhewei YaoAmir GholamiKurt KeutzerMichael W. Mahoney
2019-03-14
Image Privacy Prediction Using Deep Neural Networks
Ashwini TongeCornelia Caragea
2019-03-08
Feature Selective Anchor-Free Module for Single-Shot Object Detection
| Chenchen ZhuYihui HeMarios Savvides
2019-03-02
PEA265: Perceptual Assessment of Video Compression Artifacts
Liqun LinShiqi YuTiesong ZhaoMemberIEEEZhou WangFellowIEEE
2019-03-01
Jointly Sparse Convolutional Neural Networks in Dual Spatial-Winograd Domains
Yoojin ChoiMostafa El-KhamyJungwon Lee
2019-02-21
Spatially-Adaptive Filter Units for Compact and Efficient Deep Neural Networks
Domen TabernikMatej KristanAleš Leonardis
2019-02-20
Speeding up convolutional networks pruning with coarse ranking
Zi WangChengcheng LiDali WangXiangyang WangHairong Qi
2019-02-18
DC-AL GAN: Pseudoprogression and True Tumor Progression of Glioblastoma Multiform Image Classification Based on DCGAN and AlexNet
Meiyu LiHailiang TangMichael D. ChanXiaobo ZhouXiaohua Qian
2019-02-16
Person Retrieval in Surveillance Video using Height, Color and Gender
Hiren GaliyawalaKenil ShahVandit GajjarMehul S. Raval
2019-02-14
To Ensemble or Not Ensemble: When does End-To-End Training Fail?
| Andrew M. WebbCharles ReynoldsWenlin ChenHenry ReeveDan-Andrei IliescuMikel LujanGavin Brown
2019-02-12
Learnable Embedding Space for Efficient Neural Architecture Compression
| Shengcao CaoXiaofang WangKris M. Kitani
2019-02-01
Real-time Hand Gesture Detection and Classification Using Convolutional Neural Networks
| Okan KöpüklüAhmet GunduzNeslihan KoseGerhard Rigoll
2019-01-29
CoCoNet: A Collaborative Convolutional Network
Tapabrata ChakrabortiBrendan McCaneSteven MillsUmapada Pal
2019-01-28
DeepSZ: A Novel Framework to Compress Deep Neural Networks by Using Error-Bounded Lossy Compression
Sian JinSheng DiXin LiangJiannan TianDingwen TaoFranck Cappello
2019-01-26
Traditional and Heavy-Tailed Self Regularization in Neural Network Models
| Charles H. MartinMichael W. Mahoney
2019-01-24
Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning
| Shaohui LinRongrong JiYuchao LiCheng DengXuelong Li
2019-01-23
Hybrid Task Cascade for Instance Segmentation
| Kai ChenJiangmiao PangJiaqi WangYu XiongXiaoxiao LiShuyang SunWansen FengZiwei LiuJianping ShiWanli OuyangChen Change LoyDahua Lin
2019-01-22
RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free
| Cheng-Yang FuMykhailo ShvetsAlexander C. Berg
2019-01-10
Collaborative Execution of Deep Neural Networks on Internet of Things Devices
Ramyad HadidiJiashen CaoMicheal S. RyooHyesoon Kim
2019-01-08
Panoptic Feature Pyramid Networks
| Alexander KirillovRoss GirshickKaiming HePiotr Dollár
2019-01-08
DSConv: Efficient Convolution Operator
Marcelo GennariRoger FawcettVictor Adrian Prisacariu
2019-01-07
Deeper and Wider Siamese Networks for Real-Time Visual Tracking
| Zhipeng ZhangHouwen Peng
2019-01-07
Bandwidth Reduction using Importance Weighted Pruning on Ring AllReduce
Zehua ChengZhenghua Xu
2019-01-06
Handwritten Indic Character Recognition using Capsule Networks
Bodhisatwa MandalSuvam DubeySwarnendu GhoshRitesh SarkhelNibaran Das
2019-01-01
ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers
Ao RenTianyun ZhangShaokai YeJiayu LiWenyao XuXuehai QianXue LinYanzhi Wang
2018-12-31
Dynamic Runtime Feature Map Pruning
| Tailin LiangLei WangShaobo ShiJohn Glossner
2018-12-24
An Optical Frontend for a Convolutional Neural Network
Shane ColburnYi ChuEli ShlizermanArka Majumdar
2018-12-23
Slimmable Neural Networks
| Jiahui YuLinjie YangNing XuJianchao YangThomas Huang
2018-12-21
Trust Region Based Adversarial Attack on Neural Networks
| Zhewei YaoAmir GholamiPeng XuKurt KeutzerMichael Mahoney
2018-12-16
A Low Effort Approach to Structured CNN Design Using PCA
Isha GargPriyadarshini PandaKaushik Roy
2018-12-15
ELASTIC: Improving CNNs with Dynamic Scaling Policies
| Huiyu WangAniruddha KembhaviAli FarhadiAlan YuilleMohammad Rastegari
2018-12-13
Attention-guided Unified Network for Panoptic Segmentation
Yanwei LiXinze ChenZheng ZhuLingxi XieGuan HuangDalong DuXingang Wang
2018-12-10
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
| Bichen WuXiaoliang DaiPeizhao ZhangYanghan WangFei SunYiming WuYuandong TianPeter VajdaYangqing JiaKurt Keutzer
2018-12-09
ShuffleNASNets: Efficient CNN models through modified Efficient Neural Architecture Search
Kevin Alexander LaubeAndreas Zell
2018-12-07
DSNet for Real-Time Driving Scene Semantic Segmentation
Wenfu WangZhijie Pan
2018-12-06
Channel-wise pruning of neural networks with tapering resource constraint
Alexey Kruglov
2018-12-04
Hoard: A Distributed Data Caching System to Accelerate Deep Learning Training on the Cloud
Christian PintoYiannis GkoufasAndrea RealeSeetharami SeelamSteven Eliuk
2018-12-03
Can We Gain More from Orthogonality Regularizations in Training Deep Networks?
| Nitin BansalXiaohan ChenZhangyang Wang
2018-12-01
Parsing R-CNN for Instance-Level Human Analysis
| Lu YangQing SongZhihui WangMing Jiang
2018-11-30
Graph-Based Global Reasoning Networks
| Yunpeng ChenMarcus RohrbachZhicheng YanShuicheng YanJiashi FengYannis Kalantidis
2018-11-30
Grid R-CNN
| Xin LuBuyu LiYuxin YueQuanquan LiJunjie Yan
2018-11-29
Strike (with) a Pose: Neural Networks Are Easily Fooled by Strange Poses of Familiar Objects
| Michael A. AlcornQi LiZhitao GongChengfei WangLong MaiWei-Shinn KuAnh Nguyen
2018-11-28
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network
| Sachin MehtaMohammad RastegariLinda ShapiroHannaneh Hajishirzi
2018-11-28
Sequentially Aggregated Convolutional Networks
| Yiwen HuangRihui WuPinglai OuZiyong Feng
2018-11-27
Rethinking ImageNet Pre-training
| Kaiming HeRoss GirshickPiotr Dollár
2018-11-21
FotonNet: A HW-Efficient Object Detection System Using 3D-Depth Segmentation and 2D-DNN Classifier
Gurjeet SinghSun MiaoShi ShiPatrick Chiang
2018-11-19
QUENN: QUantization Engine for low-power Neural Networks
Miguel de PradoMaurizio DennaLuca BeniniNuria Pazos
2018-11-14
Gradient Harmonized Single-stage Detector
| Buyu LiYu LiuXiaogang Wang
2018-11-13
Integrating Multiple Receptive Fields through Grouped Active Convolution
Yunho JeonJunmo Kim
2018-11-11
A Convergence Theory for Deep Learning via Over-Parameterization
Zeyuan Allen-ZhuYuanzhi LiZhao Song
2018-11-09
A Unified Framework of DNN Weight Pruning and Weight Clustering/Quantization Using ADMM
Shaokai YeTianyun ZhangKaiqi ZhangJiayu LiJiaming XieYun LiangSijia LiuXue LinYanzhi Wang
2018-11-05
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
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG Classification
Yunan WuFeng YangYing LiuXuefan ZhaShaofeng Yuan
2018-10-16
On Breiman's Dilemma in Neural Networks: Phase Transitions of Margin Dynamics
| Weizhi ZhuYifei HuangYuan Yao
2018-10-08
Characterizing Deep-Learning I/O Workloads in TensorFlow
Steven W. D. ChienStefano MarkidisChaitanya Prasad SishtlaLuis SantosPawel HermanSai NarasimhamurthyErwin Laure
2018-10-06
CINIC-10 is not ImageNet or CIFAR-10
| Luke N. DarlowElliot J. CrowleyAntreas AntoniouAmos J. Storkey
2018-10-02
Implicit Self-Regularization in Deep Neural Networks: Evidence from Random Matrix Theory and Implications for Learning
| Charles H. MartinMichael W. Mahoney
2018-10-02
LIT: Block-wise Intermediate Representation Training for Model Compression
Animesh KoratanaDaniel KangPeter BailisMatei Zaharia
2018-10-02
RCCNet: An Efficient Convolutional Neural Network for Histological Routine Colon Cancer Nuclei Classification
| S H Shabbeer BashaSoumen GhoshKancharagunta Kishan BabuShiv Ram DubeyViswanath PulabaigariSnehasis Mukherjee
2018-09-30
Scattering Networks for Hybrid Representation Learning
Edouard OyallonSergey ZagoruykoGabriel HuangNikos KomodakisSimon Lacoste-JulienMatthew BlaschkoEugene Belilovsky
2018-09-17
Learning Sparse Low-Precision Neural Networks With Learnable Regularization
Yoojin ChoiMostafa El-KhamyJungwon Lee
2018-09-01
Training Binary Weight Networks via Semi-Binary Decomposition
Qinghao HuGang LiPeisong WangYifan ZhangJian Cheng
2018-09-01
DFT-based Transformation Invariant Pooling Layer for Visual Classification
Jongbin RyuMing-Hsuan YangJongwoo Lim
2018-09-01
TBN: Convolutional Neural Network with Ternary Inputs and Binary Weights
Diwen WanFumin ShenLi LiuFan ZhuJie QinLing ShaoHeng Tao Shen
2018-09-01
JuncNet: A Deep Neural Network for Road Junction Disambiguation for Autonomous Vehicles
Saumya KumaarNavaneethkrishnan BSumedh MannarS N Omkar
2018-08-31
VERAM: View-Enhanced Recurrent Attention Model for 3D Shape Classification
Songle ChenLintao ZhengYan ZhangZhixin SunKai Xu
2018-08-20
Learning to Quantize Deep Networks by Optimizing Quantization Intervals with Task Loss
Sangil JungChangyong SonSeohyung LeeJinwoo SonYoungjun KwakJae-Joon HanSung Ju HwangChangkyu Choi
2018-08-17
Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting
| Nils GessertThilo SentkerFrederic MadestaRüdiger SchmitzHelge KniepIvo BaltruschatRené WernerAlexander Schlaefer
2018-08-05
On Lipschitz Bounds of General Convolutional Neural Networks
Dongmian ZouRadu BalanManeesh Singh
2018-08-04
Highly Scalable Deep Learning Training System with Mixed-Precision: Training ImageNet in Four Minutes
Xianyan JiaShutao SongWei HeYangzihao WangHaidong RongFeihu ZhouLiqiang XieZhenyu GuoYuanzhou YangLiwei YuTiegang ChenGuangxiao HuShaohuai ShiXiaowen Chu
2018-07-30
StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs
| Tianyun ZhangShaokai YeKaiqi ZhangXiaolong MaNing LiuLinfeng ZhangJian TangKaisheng MaXue LinMakan FardadYanzhi Wang
2018-07-29
MaskConnect: Connectivity Learning by Gradient Descent
Karim AhmedLorenzo Torresani
2018-07-28
A Unified Approximation Framework for Compressing and Accelerating Deep Neural Networks
Yuzhe MaRan ChenWei LiFanhua ShangWenjian YuMinsik ChoBei Yu
2018-07-26
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks
| Dongqing ZhangJiaolong YangDongqiangzi YeGang Hua
2018-07-26
Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net
| Xingang PanPing LuoJianping ShiXiaoou Tang
2018-07-25
Coreset-Based Neural Network Compression
Abhimanyu DubeyMoitreya ChatterjeeNarendra Ahuja
2018-07-25
Optimize Deep Convolutional Neural Network with Ternarized Weights and High Accuracy
Zhezhi HeBoqing GongDeliang Fan
2018-07-20
CBAM: Convolutional Block Attention Module
| Sanghyun WooJongchan ParkJoon-Young LeeIn So Kweon
2018-07-17
CascadeCNN: Pushing the Performance Limits of Quantisation in Convolutional Neural Networks
Alexandros KourisStylianos I. VenierisChristos-Savvas Bouganis
2018-07-13
Big-Little Net: An Efficient Multi-Scale Feature Representation for Visual and Speech Recognition
| Chun-Fu ChenQuanfu FanNeil MallinarTom SercuRogerio Feris
2018-07-10
Benchmarking Neural Network Robustness to Common Corruptions and Surface Variations
| Dan HendrycksThomas G. Dietterich
2018-07-04
Automatic Rank Selection for High-Speed Convolutional Neural Network
Hyeji KimChong-Min Kyung
2018-06-28
Spatio-Temporal Channel Correlation Networks for Action Classification
Ali DibaMohsen FayyazVivek SharmaM. Mahdi ArzaniRahman YousefzadehJuergen GallLuc Van Gool
2018-06-19
Faster SGD training by minibatch persistency
Matteo FischettiIacopo MandatelliDomenico Salvagnin
2018-06-19
Age and Gender Classification From Ear Images
Dogucan YamanFevziye Irem EyiokurNurdan SezginHazım Kemal Ekenel
2018-06-14
Automated Performance Assessment in Transoesophageal Echocardiography with Convolutional Neural Networks
Evangelos B. MazomenosKamakshi BansalBruce MartinAndrew SmithSusan WrightDanail Stoyanov
2018-06-13
Exploration of Low Numeric Precision Deep Learning Inference Using Intel FPGAs
Philip ColangeloNasibeh NasiriAsit MishraEriko NurvitadhiMartin MargalaKevin Nealis
2018-06-12
Instance Search via Instance Level Segmentation and Feature Representation
Yu ZhanWan-Lei Zhao
2018-06-10
Deep Neural Networks with Multi-Branch Architectures Are Less Non-Convex
| Hongyang ZhangJunru ShaoRuslan Salakhutdinov
2018-06-06
Study and development of a Computer-Aided Diagnosis system for classification of chest x-ray images using convolutional neural networks pre-trained for ImageNet and data augmentation
Vinicius Pavanelli Vianna
2018-06-03
Two-Step Quantization for Low-Bit Neural Networks
Peisong WangQinghao HuYifan ZhangChunjie ZhangYang LiuJian Cheng
2018-06-01
CLIP-Q: Deep Network Compression Learning by In-Parallel Pruning-Quantization
Frederick TungGreg Mori
2018-06-01
Fully Automated Organ Segmentation in Male Pelvic CT Images
Anjali BalagopalSamaneh KazemifarDan NguyenMu-Han LinRaquibul HannanAmir OwrangiSteve Jiang
2018-05-31
MPDCompress - Matrix Permutation Decomposition Algorithm for Deep Neural Network Compression
Lazar SupicRawan NaousRanko SredojevicAleksandra FaustVladimir Stojanovic
2018-05-30
Multi-function Convolutional Neural Networks for Improving Image Classification Performance
Luna M. Zhang
2018-05-30
Compact and Computationally Efficient Representation of Deep Neural Networks
Simon WiedemannKlaus-Robert MüllerWojciech Samek
2018-05-27
Heterogeneous Bitwidth Binarization in Convolutional Neural Networks
Josh FrommShwetak PatelMatthai Philipose
2018-05-25
CascadeCNN: Pushing the performance limits of quantisation
Alexandros KourisStylianos I. VenierisChristos-Savvas Bouganis
2018-05-22
Training Convolutional Networks with Web Images
Nizar Massouh
2018-05-22
Compression of Deep Convolutional Neural Networks under Joint Sparsity Constraints
Yoojin ChoiMostafa El-KhamyJungwon Lee
2018-05-21
Laconic Deep Learning Computing
Sayeh SharifyMostafa MahmoudAlberto Delmas LascorzMilos NikolicAndreas Moshovos
2018-05-10
Evaluating ResNeXt Model Architecture for Image Classification
Saifuddin Hitawala
2018-05-09
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
| Zhirong WuYuanjun XiongStella YuDahua Lin
2018-05-05
Exploring the Limits of Weakly Supervised Pretraining
| Dhruv MahajanRoss GirshickVignesh RamanathanKaiming HeManohar PaluriYixuan LiAshwin BharambeLaurens van der Maaten
2018-05-02
TreeSegNet: Adaptive Tree CNNs for Subdecimeter Aerial Image Segmentation
Kai YueLei YangRuirui LiWei HuFan ZhangWei Li
2018-04-29
Accelerator-Aware Pruning for Convolutional Neural Networks
| Hyeong-Ju Kang
2018-04-26
μ-cuDNN: Accelerating Deep Learning Frameworks with Micro-Batching
| Yosuke OyamaTal Ben-NunTorsten HoeflerSatoshi Matsuoka
2018-04-13
ExFuse: Enhancing Feature Fusion for Semantic Segmentation
Zhenli ZhangXiangyu ZhangChao PengDazhi ChengJian Sun
2018-04-11
Hybrid Binary Networks: Optimizing for Accuracy, Efficiency and Memory
| Ameya PrabhuVishal BatchuRohit GajawadaSri Aurobindo MunagalaAnoop Namboodiri
2018-04-11
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers
| Tianyun ZhangShaokai YeKaiqi ZhangJian TangWujie WenMakan FardadYanzhi Wang
2018-04-10
Pilot Comparative Study of Different Deep Features for Palmprint Identification in Low-Quality Images
A. S. TarawnehD. ChetverikovA. B. Hassanat
2018-04-10
Average Biased ReLU Based CNN Descriptor for Improved Face Retrieval
Shiv Ram DubeySoumendu Chakraborty
2018-04-02
FPGA Implementations of 3D-SIMD Processor Architecture for Deep Neural Networks Using Relative Indexed Compressed Sparse Filter Encoding Format and Stacked Filters Stationary Flow
Yuechao GaoNianhong LiuSheng Zhang
2018-03-28
A Systematic Comparison of Deep Learning Architectures in an Autonomous Vehicle
Michael TetiWilliam Edward HahnShawn MartinChristopher TetiElan Barenholtz
2018-03-26
Iterative Low-Rank Approximation for CNN Compression
Maksym Kholiavchenko
2018-03-23
Unsupervised Representation Learning by Predicting Image Rotations
| Spyros GidarisPraveer SinghNikos Komodakis
2018-03-21
Studying Invariances of Trained Convolutional Neural Networks
Charlotte BunneLukas RahmannThomas Wolf
2018-03-15
Approximate Query Matching for Image Retrieval
Abhijit SupremPolo Chau
2018-03-14
SAF- BAGE: Salient Approach for Facial Soft-Biometric Classification - Age, Gender, and Facial Expression
Ayesha GurnaniKenil ShahVandit GajjarViraj MavaniYash Khandhediya
2018-03-13
ShuffleSeg: Real-time Semantic Segmentation Network
| Mostafa GamalMennatullah SiamMoemen Abdel-Razek
2018-03-10
Deep Neural Network Compression with Single and Multiple Level Quantization
| Yuhui XuYongzhuang WangAojun ZhouWeiyao LinHongkai Xiong
2018-03-06
Path Aggregation Network for Instance Segmentation
| Shu LiuLu QiHaifang QinJianping ShiJiaya Jia
2018-03-05
Recurrent Residual Module for Fast Inference in Videos
Bowen PanWuwei LinXiaolin FangChaoqin HuangBolei ZhouCewu Lu
2018-02-27
ShakeDrop Regularization for Deep Residual Learning
| Yoshihiro YamadaMasakazu IwamuraTakuya AkibaKoichi Kise
2018-02-07
Mixed Precision Training of Convolutional Neural Networks using Integer Operations
Dipankar DasNaveen MellempudiDheevatsa MudigereDhiraj KalamkarSasikanth AvanchaKunal BanerjeeSrinivas SridharanKarthik VaidyanathanBharat KaulEvangelos GeorganasAlexander HeineckePradeep DubeyJesus CorbalNikita ShustrovRoma DubtsovEvarist FomenkoVadim Pirogov
2018-02-03
Learning Combinations of Activation Functions
Franco ManessiAlessandro Rozza
2018-01-29
DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification
| Wentao ZhuChaochun LiuWei FanXiaohui Xie
2018-01-25
Stacked Filters Stationary Flow For Hardware-Oriented Acceleration Of Deep Convolutional Neural Networks
Yuechao GaoNianhong LiuSheng Zhang
2018-01-23
Flexible Deep Neural Network Processing
Hokchhay TannSoheil HashemiSherief Reda
2018-01-23
Understanding the Disharmony between Dropout and Batch Normalization by Variance Shift
| Xiang LiShuo ChenXiaolin HuJian Yang
2018-01-16
StressedNets: Efficient Feature Representations via Stress-induced Evolutionary Synthesis of Deep Neural Networks
Mohammad Javad ShafieeBrendan ChwylFrancis LiRongyan ChenMichelle KargChristian ScharfenbergerAlexander Wong
2018-01-16
Improving utility of brain tumor confocal laser endomicroscopy: objective value assessment and diagnostic frame detection with convolutional neural networks
Mohammadhassan IzadyyazdanabadiEvgenii BelykhNikolay MartirosyanJennifer EschbacherPeter NakajiYezhou YangMark C. Preul
2018-01-06
ShakeDrop regularization
Yoshihiro YamadaMasakazu IwamuraKoichi Kise
2018-01-01
Large Batch Training of Convolutional Networks with Layer-wise Adaptive Rate Scaling
Boris GinsburgIgor GitmanYang You
2018-01-01
Viterbi-based Pruning for Sparse Matrix with Fixed and High Index Compression Ratio
Dongsoo LeeDaehyun AhnTaesu KimPierce I. ChuangJae-Joon Kim
2018-01-01
Lung Tumor Location and Identification with AlexNet and a Custom CNN
Allison M RossettoWenjin Zhou
2018-01-01
Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation
| Heyi LiYunke TianKlaus MuellerXin Chen
2017-12-22
clcNet: Improving the Efficiency of Convolutional Neural Network using Channel Local Convolutions
| Dong-Qing Zhang
2017-12-17
Multi-Mode Inference Engine for Convolutional Neural Networks
Arash ArdakaniCarlo CondoWarren J. Gross
2017-12-11
AdaBatch: Adaptive Batch Sizes for Training Deep Neural Networks
Aditya DevarakondaMaxim NaumovMichael Garland
2017-12-06
Empirically Analyzing the Effect of Dataset Biases on Deep Face Recognition Systems
| Adam KortylewskiBernhard EggerAndreas SchneiderThomas GerigAndreas Morel-ForsterThomas Vetter
2017-12-05
Cascade R-CNN: Delving into High Quality Object Detection
| Zhaowei CaiNuno Vasconcelos
2017-12-03
Automatic Recognition of Coal and Gangue based on Convolution Neural Network
Huichao HongLixin ZhengJianqing ZhuShuwan PanKaiting Zhou
2017-12-03
Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet?
| Kensho HaraHirokatsu KataokaYutaka Satoh
2017-11-27
An Analysis of Scale Invariance in Object Detection - SNIP
Bharat SinghLarry S. Davis
2017-11-22
Non-local Neural Networks
| Xiaolong WangRoss GirshickAbhinav GuptaKaiming He
2017-11-21
Performance Modeling and Evaluation of Distributed Deep Learning Frameworks on GPUs
Shaohuai ShiXiaowen Chu
2017-11-16
AOGNets: Compositional Grammatical Architectures for Deep Learning
| Xilai LiXi SongTianfu Wu
2017-11-15
Interpreting Convolutional Neural Networks Through Compression
Reza Abbasi-AslBin Yu
2017-11-07
NeST: A Neural Network Synthesis Tool Based on a Grow-and-Prune Paradigm
Xiaoliang DaiHongxu YinNiraj K. Jha
2017-11-06
Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks
Urs KösterTristan J. WebbXin WangMarcel NassarArjun K. BansalWilliam H. ConstableOğuz H. ElibolScott GrayStewart HallLuke HornofAmir KhosrowshahiCarey KlossRuby J. PaiNaveen Rao
2017-11-06
Towards Effective Low-bitwidth Convolutional Neural Networks
Bohan ZhuangChunhua ShenMingkui TanLingqiao LiuIan Reid
2017-11-01
Efficient Inferencing of Compressed Deep Neural Networks
Dharma Teja VooturiSaurabh GoyalAnamitra R. ChoudhuryYogish SabharwalAshish Verma
2017-11-01
Deep Learning as a Mixed Convex-Combinatorial Optimization Problem
| Abram L. FriesenPedro Domingos
2017-10-31
Beyond Finite Layer Neural Networks: Bridging Deep Architectures and Numerical Differential Equations
Yiping LuAoxiao ZhongQuanzheng LiBin Dong
2017-10-27
Pushing the envelope in deep visual recognition for mobile platforms
Lorenzo Alvino
2017-10-16
Strengths and Weaknesses of Deep Learning Models for Face Recognition Against Image Degradations
| Klemen GrmVitomir ŠtrucAnais ArtigesMatthieu CaronHazim Kemal Ekenel
2017-10-04
Structured Probabilistic Pruning for Convolutional Neural Network Acceleration
| Huan WangQiming ZhangYuehai WangHaoji Hu
2017-09-20
Optimal Transport for Deep Joint Transfer Learning
Ying LuLiming ChenAlexandre Saidi
2017-09-09
BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks
Surat TeerapittayanonBradley McDanelH. T. Kung
2017-09-06
Flower Categorization using Deep Convolutional Neural Networks
Ayesha GurnaniViraj MavaniVandit GajjarYash Khandhediya
2017-08-12
Snowflake: A Model Agnostic Accelerator for Deep Convolutional Neural Networks
Vinayak GokhaleAliasger ZaidyAndre Xian Ming ChangEugenio Culurciello
2017-08-08
Focal Loss for Dense Object Detection
| Tsung-Yi LinPriya GoyalRoss GirshickKaiming HePiotr Dollár
2017-08-07
On the Selective and Invariant Representation of DCNN for High-Resolution Remote Sensing Image Recognition
Jie ChenChao YuanMin DengChao TaoJian PengHaifeng Li
2017-08-04
Compiling Deep Learning Models for Custom Hardware Accelerators
Andre Xian Ming ChangAliasger ZaidyVinayak GokhaleEugenio Culurciello
2017-08-01
Streaming Architecture for Large-Scale Quantized Neural Networks on an FPGA-Based Dataflow Platform
Chaim BaskinNatan LissEvgenii ZheltonozhskiiAlex M. BronshteinAvi Mendelson
2017-07-31
Deep Feature Learning via Structured Graph Laplacian Embedding for Person Re-Identification
De ChengYihong GongZhihui LiWeiwei ShiAlexander G. HauptmannNanning Zheng
2017-07-25
Transitioning between Convolutional and Fully Connected Layers in Neural Networks
Shazia AkbarMohammad PeikariSherine SalamaSharon Nofech-MozesAnne Martel
2017-07-18
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices
| Xiangyu ZhangXinyu ZhouMengxiao LinJian Sun
2017-07-04
Spectrally-normalized margin bounds for neural networks
Peter BartlettDylan J. FosterMatus Telgarsky
2017-06-26
Deep Mixture of Diverse Experts for Large-Scale Visual Recognition
Tianyi ZhaoJun YuZhenzhong KuangWei ZhangJianping Fan
2017-06-24
RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource Data
| Haifeng LiXin DouChao TaoZhixiang HouJie ChenJian PengMin DengLing Zhao
2017-05-30
Discriminatively Learned Hierarchical Rank Pooling Networks
Basura FernandoStephen Gould
2017-05-30
Design of a Very Compact CNN Classifier for Online Handwritten Chinese Character Recognition Using DropWeight and Global Pooling
Xuefeng XiaoYafeng YangTasweer AhmadLianwen JinTianhai Chang
2017-05-15
Ternary Neural Networks with Fine-Grained Quantization
Naveen MellempudiAbhisek KunduDheevatsa MudigereDipankar DasBharat KaulPradeep Dubey
2017-05-02
Deep learning for decentralized parking lot occupancy detection
| G. AmatoF. CarraraF. FalchiC. GennaroC. MeghiniC. Vairo
2017-04-15
Evolution in Groups: A deeper look at synaptic cluster driven evolution of deep neural networks
Mohammad Javad ShafieeElnaz BarshanAlexander Wong
2017-04-07
Transfer of View-manifold Learning to Similarity Perception of Novel Objects
Xingyu LinHao WangZhihao LiYimeng ZhangAlan YuilleTai Sing Lee
2017-03-31
Coordinating Filters for Faster Deep Neural Networks
| Wei WenCong XuChunpeng WuYandan WangYiran ChenHai Li
2017-03-28
Active Convolution: Learning the Shape of Convolution for Image Classification
| Yunho JeonJunmo Kim
2017-03-27
Is Second-order Information Helpful for Large-scale Visual Recognition?
| Peihua LiJiangtao XieQilong WangWangmeng Zuo
2017-03-23
On the Robustness of Convolutional Neural Networks to Internal Architecture and Weight Perturbations
Nicholas CheneyMartin SchrimpfGabriel Kreiman
2017-03-23
Mask R-CNN
| Kaiming HeGeorgia GkioxariPiotr DollárRoss Girshick
2017-03-20
Multilevel Context Representation for Improving Object Recognition
Andreas KölschMuhammad Zeshan AfzalMarcus Liwicki
2017-03-19
A Hybrid Supervised-unsupervised Method on Image Topic Visualization with Convolutional Neural Network and LDA
Kai ZhenMridul BirlaDavid CrandallBingjing ZhangJudy Qiu
2017-03-15
A Compact DNN: Approaching GoogLeNet-Level Accuracy of Classification and Domain Adaptation
Chunpeng WuWei WenTariq AfzalYongmei ZhangYiran ChenHai Li
2017-03-12
Deep Convolutional Neural Network Inference with Floating-point Weights and Fixed-point Activations
Liangzhen LaiNaveen SudaVikas Chandra
2017-03-08
On the Limits of Learning Representations with Label-Based Supervision
Jiaming SongRussell StewartShengjia ZhaoStefano Ermon
2017-03-07
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
| Antti TarvainenHarri Valpola
2017-03-06
Chain-NN: An Energy-Efficient 1D Chain Architecture for Accelerating Deep Convolutional Neural Networks
Shihao WangDajiang ZhouXushen HanTakeshi Yoshimura
2017-03-04
Deep Collaborative Learning for Visual Recognition
Yan WangLingxi XieYa ZhangWenjun ZhangAlan Yuille
2017-03-03
Araguaia Medical Vision Lab at ISIC 2017 Skin Lesion Classification Challenge
Rafael Teixeira SousaLarissa Vasconcellos de Moraes
2017-03-02
Enabling Sparse Winograd Convolution by Native Pruning
| Sheng LiJongsoo ParkPing Tak Peter Tang
2017-02-28
Skin Lesion Classification Using Hybrid Deep Neural Networks
Amirreza MahbodGerald SchaeferChunliang WangRupert EckerIsabella Ellinger
2017-02-27
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights
| Aojun ZhouAnbang YaoYiwen GuoLin XuYurong Chen
2017-02-10
An OpenCL(TM) Deep Learning Accelerator on Arria 10
Utku AydonatShane O'ConnellDavor CapalijaAndrew C. LingGordon R. Chiu
2017-01-13
Deep Pyramidal Residual Networks with Separated Stochastic Depth
Yoshihiro YamadaMasakazu IwamuraKoichi Kise
2016-12-05
Towards the Limit of Network Quantization
Yoojin ChoiMostafa El-KhamyJungwon Lee
2016-12-05
ImageNet pre-trained models with batch normalization
| Marcel SimonErik RodnerJoachim Denzler
2016-12-05
Trained Ternary Quantization
| Chenzhuo ZhuSong HanHuizi MaoWilliam J. Dally
2016-12-04
In Teacher We Trust: Learning Compressed Models for Pedestrian Detection
Jonathan ShenNoranart VesdapuntVishnu N. BoddetiKris M. Kitani
2016-12-01
LCNN: Lookup-based Convolutional Neural Network
Hessam BagherinezhadMohammad RastegariAli Farhadi
2016-11-20
Aggregated Residual Transformations for Deep Neural Networks
| Saining XieRoss GirshickPiotr DollárZhuowen TuKaiming He
2016-11-16
Designing Energy-Efficient Convolutional Neural Networks using Energy-Aware Pruning
Tien-Ju YangYu-Hsin ChenVivienne Sze
2016-11-16
Fine-grained Recognition in the Noisy Wild: Sensitivity Analysis of Convolutional Neural Networks Approaches
Erik RodnerMarcel SimonRobert B. FisherJoachim Denzler
2016-10-21
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
Multiview RGB-D Dataset for Object Instance Detection
Georgios GeorgakisMd Alimoor RezaArsalan MousavianPhi-Hung LeJana Kosecka
2016-09-26
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations
Itay HubaraMatthieu CourbariauxDaniel SoudryRan El-YanivYoshua Bengio
2016-09-22
Neural Photo Editing with Introspective Adversarial Networks
| Andrew BrockTheodore LimJ. M. RitchieNick Weston
2016-09-22
Understanding Convolutional Neural Networks with A Mathematical Model
| C. -C. Jay Kuo
2016-09-14
VIPLFaceNet: An Open Source Deep Face Recognition SDK
Xin LiuMeina KanWanglong WuShiguang ShanXilin Chen
2016-09-13
How Image Degradations Affect Deep CNN-based Face Recognition?
Samil KarahanMerve Kilinc YildirimKadir KirtacFerhat Sukru RendeGultekin ButunHazim Kemal Ekenel
2016-08-18
Dynamic Network Surgery for Efficient DNNs
| Yiwen GuoAnbang YaoYurong Chen
2016-08-16
Faster CNNs with Direct Sparse Convolutions and Guided Pruning
| Jongsoo ParkSheng LiWei WenPing Tak Peter TangHai LiYiran ChenPradeep Dubey
2016-08-04
Learning to Recognize Objects by Retaining other Factors of Variation
Jiaping ZhaoChin-kai ChangLaurent Itti
2016-07-20
Improved Deep Learning of Object Category using Pose Information
Jiaping ZhaoLaurent Itti
2016-07-20
Intra-layer Nonuniform Quantization for Deep Convolutional Neural Network
Fangxuan SunJun LinZhongfeng Wang
2016-07-10
Maximizing CNN Accelerator Efficiency Through Resource Partitioning
Yongming ShenMichael FerdmanPeter Milder
2016-06-30
DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients
| Shuchang ZhouYuxin WuZekun NiXinyu ZhouHe WenYuheng Zou
2016-06-20
cltorch: a Hardware-Agnostic Backend for the Torch Deep Neural Network Library, Based on OpenCL
Hugh Perkins
2016-06-15
Adversarial Feature Learning
| Jeff DonahuePhilipp KrähenbühlTrevor Darrell
2016-05-31
Self Paced Deep Learning for Weakly Supervised Object Detection
| Enver SanginetoMoin NabiDubravko CulibrkNicu Sebe
2016-05-24
EventNet Version 1.1 Technical Report
Dongang WangZheng ShouHongyi LiuShih-Fu Chang
2016-05-24
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles
| Mehdi NorooziPaolo Favaro
2016-03-30
Accelerating Deep Neural Network Training with Inconsistent Stochastic Gradient Descent
Linnan WangYi YangMartin Renqiang MinSrimat Chakradhar
2016-03-17
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks
| Mohammad RastegariVicente OrdonezJoseph RedmonAli Farhadi
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
Poseidon: A System Architecture for Efficient GPU-based Deep Learning on Multiple Machines
Hao ZhangZhiting HuJinliang WeiPengtao XieGunhee KimQirong HoEric Xing
2015-12-19
On Deep Representation Learning from Noisy Web Images
Phong D. VoAlexandru GinscaHervé Le BorgneAdrian Popescu
2015-12-15
Learning both Weights and Connections for Efficient Neural Network
Song HanJeff PoolJohn TranWilliam Dally
2015-12-01
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
Basic Level Categorization Facilitates Visual Object Recognition
Panqu WangGarrison W. Cottrell
2015-11-12
Efficient Object Detection for High Resolution Images
Yongxi LuTara Javidi
2015-10-05
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding
| Song HanHuizi MaoWilliam J. Dally
2015-10-01
Feature Evaluation of Deep Convolutional Neural Networks for Object Recognition and Detection
Hirokatsu KataokaKenji IwataYutaka Satoh
2015-09-25
Data-free parameter pruning for Deep Neural Networks
Suraj SrinivasR. Venkatesh Babu
2015-07-22
Fast ConvNets Using Group-wise Brain Damage
Vadim LebedevVictor Lempitsky
2015-06-08
Learning both Weights and Connections for Efficient Neural Networks
| Song HanJeff PoolJohn TranWilliam J. Dally
2015-06-08
Cyclical Learning Rates for Training Neural Networks
| Leslie N. Smith
2015-06-03
Understanding deep features with computer-generated imagery
Mathieu AubryBryan Russell
2015-06-03
PerforatedCNNs: Acceleration through Elimination of Redundant Convolutions
| Michael FigurnovAijan IbraimovaDmitry VetrovPushmeet Kohli
2015-04-30
Theano-based Large-Scale Visual Recognition with Multiple GPUs
| Weiguang DingRuoyan WangFei MaoGraham Taylor
2014-12-07
Memory Bounded Deep Convolutional Networks
Maxwell D. CollinsPushmeet Kohli
2014-12-03
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition
| Kaiming HeXiangyu ZhangShaoqing RenJian Sun
2014-06-18
ImageNet Classification with Deep Convolutional Neural Networks
| Alex KrizhevskyIlya SutskeverGeoffrey E. Hinton
2012-12-01

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