Depthwise Convolution

Depthwise Convolution is a type of convolution where we apply a single convolutional filter for each input channel. In the regular 2D convolution performed over multiple input channels, the filter is as deep as the input and lets us freely mix channels to generate each element in the output. In contrast, depthwise convolutions keep each channel separate. To summarize the steps, we:

  1. Split the input and filter into channels.
  2. We convolve each input with the respective filter.
  3. We stack the convolved outputs together.

Image Credit: Chi-Feng Wang

Latest Papers

PAPER DATE
EfficientNet-eLite: Extremely Lightweight and Efficient CNN Models for Edge Devices by Network Candidate Search
| Ching-Chen WangChing-Te ChiuJheng-Yi Chang
2020-09-16
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans
Paschalis BizopoulosNicholas VretosPetros Daras
2020-09-10
SWP-Leaf NET: a novel multistage approach for plant leaf identification based on deep learning
Ali BeikmohammadiKarim FaezAli Motallebi
2020-09-10
Deepfake detection: humans vs. machines
Pavel KorshunovSébastien Marcel
2020-09-07
S3NAS: Fast NPU-aware Neural Architecture Search Methodology
Jaeseong LeeDuseok KangSoonhoi Ha
2020-09-04
ESMFL: Efficient and Secure Models for Federated Learning
Sheng LinChenghong WangHongjia LiJieren DengYanzhi WangCaiwen Ding
2020-09-03
MCMIA: Model Compression Against Membership Inference Attack in Deep Neural Networks
Yijue WangChenghong WangZigeng WangShanglin ZhouHang LiuJinbo BiCaiwen DingSanguthevar Rajasekaran
2020-08-28
FastSal: a Computationally Efficient Network for Visual Saliency Prediction
Feiyan HuKevin McGuinness
2020-08-25
An Improved Person Re-identification Method by light-weight convolutional neural network
| Sajad Amouei SheshkalKazim Fouladi-GhalehHossein Aghababa
2020-08-21
InstanceMotSeg: Real-time Instance Motion Segmentation for Autonomous Driving
Eslam MohamedMahmoud EwaishaMennatullah SiamHazem RashedSenthil YogamaniAhmad El-Sallab
2020-08-16
Leveraging Automated Mixed-Low-Precision Quantization for tiny edge microcontrollers
Manuele RusciMarco FariselliAlessandro CapotondiLuca Benini
2020-08-12
The Ensemble Method for Thorax Diseases Classification
Bayu A. Nugroho
2020-08-07
Structured Convolutions for Efficient Neural Network Design
Yash BhalgatYizhe ZhangJamie LinFatih Porikli
2020-08-06
Rethinking Image Deraining via Rain Streaks and Vapors
Yinglong WangYibing SongChao MaBing Zeng
2020-08-03
An Improvement for Capsule Networks using Depthwise Separable Convolution
Nguyen Huu PhongBernardete Ribeiro
2020-07-30
DD-CNN: Depthwise Disout Convolutional Neural Network for Low-complexity Acoustic Scene Classification
Jingqiao ZhaoZhen-Hua FengQiuqiang KongXiaoning SongXiao-Jun Wu
2020-07-25
Counting Fish and Dolphins in Sonar Images Using Deep Learning
Stefan SchneiderAlex Zhuang
2020-07-24
PP-YOLO: An Effective and Efficient Implementation of Object Detector
| Xiang LongKaipeng DengGuanzhong WangYang ZhangQingqing DangYuan GaoHui ShenJianguo RenShumin HanErrui DingShilei Wen
2020-07-23
PareCO: Pareto-aware Channel Optimization for Slimmable Neural Networks
Ting-Wu ChinAri S. MorcosDiana Marculescu
2020-07-23
A Computation-Efficient CNN System for High-Quality Brain Tumor Segmentation
Yanming SunChunyan Wang
2020-07-22
MCUNet: Tiny Deep Learning on IoT Devices
Ji LinWei-Ming ChenYujun LinJohn CohnChuang GanSong Han
2020-07-20
DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks
Hassan DboukHetul SanghviMahesh MehendaleNaresh Shanbhag
2020-07-19
EfficientHRNet: Efficient Scaling for Lightweight High-Resolution Multi-Person Pose Estimation
Christopher NeffAneri ShethSteven FurgursonHamed Tabkhi
2020-07-16
A Refined Deep Learning Architecture for Diabetic Foot Ulcers Detection
Manu GoyalSaeed Hassanpour
2020-07-15
Sudo rm -rf: Efficient Networks for Universal Audio Source Separation
| Efthymios TzinisZhepei WangParis Smaragdis
2020-07-14
To filter prune, or to layer prune, that is the question
Sara ElkerdawyMostafa ElhoushiAbhineet SinghHong ZhangNilanjan Ray
2020-07-11
NVAE: A Deep Hierarchical Variational Autoencoder
Arash VahdatJan Kautz
2020-07-08
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning
| Bailin LiBowen WuJiang SuGuangrun WangLiang Lin
2020-07-06
Rethinking Bottleneck Structure for Efficient Mobile Network Design
Zhou DaquanQibin HouYunpeng ChenJiashi FengShuicheng Yan
2020-07-05
CovXNet: A multi-dilation convolutional neural network for automatic COVID-19 and other pneumonia detection from chest X-ray images with transferable multi-receptive feature optimization
| Tanvir MahmudMd Awsafur RahmanShaikh Anowarul Fattah
2020-07-01
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
DRACO: Co-Optimizing Hardware Utilization, and Performance of DNNs on Systolic Accelerator
Nandan Kumar JhaShreyas RavishankarSparsh MittalArvind KaushikDipan MandalMahesh Chandra
2020-06-26
A Novel and Reliable Deep Learning Web-Based Tool to Detect COVID-19 Infection from Chest CT-Scan
| Abdolkarim SaeediMaryam SaeediArash Maghsoudi
2020-06-24
NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks
| Eugene LeeChen-Yi Lee
2020-06-23
DO-Conv: Depthwise Over-parameterized Convolutional Layer
| Jinming CaoYangyan LiMingchao SunYing ChenDani LischinskiDaniel Cohen-OrBaoquan ChenChanghe Tu
2020-06-22
FNA++: Fast Network Adaptation via Parameter Remapping and Architecture Search
| Jiemin FangYuzhu SunQian ZhangKangjian PengYuan LiWenyu LiuXinggang Wang
2020-06-21
Sparse GPU Kernels for Deep Learning
Trevor GaleMatei ZahariaCliff YoungErich Elsen
2020-06-18
Fine-Grained Stochastic Architecture Search
Shraman Ray ChaudhuriElad EbanHanhan LiMax MorozYair Movshovitz-Attias
2020-06-17
Improving accuracy and speeding up Document Image Classification through parallel systems
| Javier FerrandoJuan Luis DominguezJordi TorresRaul GarciaDavid GarciaDaniel GarridoJordi CortadaMateo Valero
2020-06-16
RoadNet-RT: High Throughput CNN Architecture and SoC Design for Real-Time Road Segmentation
Lin BaiYecheng LyuXinming Huang
2020-06-13
Salienteye: Maximizing Engagement While Maintaining Artistic Style on Instagram Using Deep Neural Networks
Lili WangRuibo LiuSoroush Vosoughi
2020-06-13
Multigrid-in-Channels Architectures for Wide Convolutional Neural Networks
Jonathan EphrathLars RuthottoEran Treister
2020-06-11
Unstructured Road Vanishing Point Detection Using the Convolutional Neural Network and Heatmap Regression
Yin-Bo LiuMing ZengQing-Hao Meng
2020-06-08
A Robust Attentional Framework for License Plate Recognition in the Wild
Linjiang ZhangPeng WangHui LiZhen LiChunhua ShenYanning Zhang
2020-06-06
MemNAS: Memory-Efficient Neural Architecture Search With Grow-Trim Learning
Peiye Liu Bo Wu Huadong Ma Mingoo Seok
2020-06-01
Online Knowledge Distillation via Collaborative Learning
Qiushan Guo Xinjiang Wang Yichao Wu Zhipeng Yu Ding Liang Xiaolin Hu Ping Luo
2020-06-01
Blended Multi-Modal Deep ConvNet Features for Diabetic Retinopathy Severity Prediction
J. D. BodapatiN. VeeranjaneyuluS. N. ShareefS. HakakM. BilalP. K. R. MaddikuntaO. Jo
2020-05-30
SSM-Net for Plants Disease Identification in Low Data Regime
Shruti Jadon
2020-05-27
Towards the Infeasibility of Membership Inference on Deep Models
Shahbaz RezaeiXin Liu
2020-05-27
Egocentric Human Segmentation for Mixed Reality
Andrija GajicEster Gonzalez-SosaDiego Gonzalez-MorinMarcos Escudero-ViñoloAlvaro Villegas
2020-05-25
Evaluation of deep convolutional neural networks in classifying human embryo images based on their morphological quality
Prudhvi ThirumalarajuManoj Kumar KanakasabapathyCharles L BormannRaghav GuptaRohan PooniwalaHemanth KandulaIrene SouterIrene DimitriadisHadi Shafiee
2020-05-21
A modified deep convolutional neural network for detecting COVID-19 and pneumonia from chest X-ray images based on the concatenation of Xception and ResNet50V2
| RahimzadehMohammad; AttarAbolfazl
2020-05-20
Classification of Industrial Control Systems screenshots using Transfer Learning
Pablo Blanco MedinaEduardo Fidalgo FernandezEnrique AlegreFrancisco Jáñez MartinoRoberto A. Vasco-CarofilisVíctor Fidalgo Villar
2020-05-20
Deep Learning based Diagnosis of COVID-19 usingChest CT-scan Images
| Talha AnwarSeemab Zakir
2020-05-20
Synthesizing Unrestricted False Positive Adversarial Objects Using Generative Models
Martin KotuliakSandro E. SchoenbornAndrei Dan
2020-05-19
ResMoNet: A Residual Mobile-based Network for Facial Emotion Recognition in Resource-Limited Systems
Rodolfo Ferro-PérezHugo Mitre-Hernandez
2020-05-15
Train and Deploy an Image Classifier for Disaster Response
Jianyu MaoKiana HarrisNae-Rong ChangCaleb PennellYiming Ren
2020-05-12
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices
Chunjie LuoXiwen HeJianfeng ZhanLei WangWanling GaoJiahui Dai
2020-05-07
Seismic Shot Gather Noise Localization Using a Multi-Scale Feature-Fusion-Based Neural Network
Antonio José G. BussonSérgio ColcherRuy Luiz MilidiúBruno Pereira DiasAndré Bulcão
2020-05-07
Automatic Plant Image Identification of Vietnamese species using Deep Learning Models
Nguyen Van HieuNgo Le Huy Hien
2020-05-05
Adaptive Low-Rank Factorization to regularize shallow and deep neural networks
Mohammad Mahdi BejaniMehdi Ghatee
2020-05-05
Deep Convolutional Neural Networks to Diagnose COVID-19 and other Pneumonia Diseases from Posteroanterior Chest X-Rays
Pierre G. B. Moutounet-Cartan
2020-05-02
Towards Deep Learning Methods for Quality Assessment of Computer-Generated Imagery
Markus UtkeSaman ZadtootaghajSteven SchmidtSebastian Möller
2020-05-02
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
| Tri DaoNimit SohoniAlbert GuMatthew EichhornAmit BlonderMegan LeszczynskiAtri RudraChristopher Ré
2020-05-01
AI Augmentation of Radiologist Performance in Distinguishing COVID-19 from Pneumonia of Other Etiology on Chest CT
| Harrison X. BaiRobin WangZeng XiongBen HsiehKen ChangKasey HalseyThi My Linh TranJi Whae ChoiDong-Cui WangLin-Bo ShiJi MeiXiao-Long JiangIan PanQiu-Hua ZengPing-Feng HuYi-Hui LiFei-Xian FuRaymond Y. HuangRonnie SebroQi-Zhi YuMichael K. AtalayWei-Hua Liao
2020-04-27
On the safety of vulnerable road users by cyclist orientation detection using Deep Learning
Marichelo Garcia-VenegasDiego A. Mercado-RavellCarlos A. Carballo-Monsivais
2020-04-25
A Systematic Search over Deep Convolutional Neural Network Architectures for Screening Chest Radiographs
Arka MitraArunava ChakravartyNirmalya GhoshTandra SarkarRamanathan SethuramanDebdoot Sheet
2020-04-24
YOLOv4: Optimal Speed and Accuracy of Object Detection
| 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
Automatic Detection of Coronavirus Disease (COVID-19) in X-ray and CT Images: A Machine Learning-Based Approach
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassasniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
A Data and Compute Efficient Design for Limited-Resources Deep Learning
Mirgahney MohamedGabriele CesaTaco S. CohenMax Welling
2020-04-21
LSQ+: Improving low-bit quantization through learnable offsets and better initialization
| Yash BhalgatJinwon LeeMarkus NagelTijmen BlankevoortNojun Kwak
2020-04-20
DriftNet: Aggressive Driving Behavior Classification using 3D EfficientNet Architecture
Alam NoorBilel BenjdiraAdel AmmarAnis Koubaa
2020-04-18
A New Modified Deep Convolutional Neural Network for Detecting COVID-19 from X-ray Images
| Mohammad RahimzadehAbolfazl Attar
2020-04-17
Light-Weighted CNN for Text Classification
| Ritu Yadav
2020-04-16
Video Face Manipulation Detection Through Ensemble of CNNs
| Nicolò BonettiniEdoardo Daniele CannasSara MandelliLuca BondiPaolo BestaginiStefano Tubaro
2020-04-16
An Evaluation of DNN Architectures for Page Segmentation of Historical Newspapers
| Bernhard LieblManuel Burghardt
2020-04-15
Towards an Effective and Efficient Deep Learning Model for COVID-19 Patterns Detection in X-ray Images
| Eduardo LuzPedro Lopes SilvaRodrigo SilvaLudmila SilvaGladston MoreiraDavid Menotti
2020-04-12
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
Analysis on DeepLabV3+ Performance for Automatic Steel Defects Detection
Zheng NieJiachen XuShengchang Zhang
2020-04-09
Orthant Based Proximal Stochastic Gradient Method for $\ell_1$-Regularized Optimization
| Tianyi ChenTianyu DingBo JiGuanyi WangJing TianYixin ShiSheng YiXiao TuZhihui Zhu
2020-04-07
On-device Filtering of Social Media Images for Efficient Storage
Dhruval JainDP MohantySanjeev RoyNaresh PurreSukumar Moharana
2020-04-06
Evolving Normalization-Activation Layers
| Hanxiao LiuAndrew BrockKaren SimonyanQuoc V. Le
2020-04-06
Neural Architecture Search for Lightweight Non-Local Networks
| Yingwei LiXiaojie JinJieru MeiXiaochen LianLinjie YangCihang XieQihang YuYuyin ZhouSong BaiAlan Yuille
2020-04-04
NBDT: Neural-Backed Decision Trees
| Alvin WanLisa DunlapDaniel HoJihan YinScott LeeHenry JinSuzanne PetrykSarah Adel BargalJoseph E. Gonzalez
2020-04-01
Automated Methods for Detection and Classification Pneumonia based on X-Ray Images Using Deep Learning
Khalid El AsnaouiYouness ChawkiAli Idri
2020-03-31
Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks
| Muhammet BalcilarGuillaume RentonPierre HerouxBenoit GauzereSebastien AdamPaul Honeine
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
Circumventing Outliers of AutoAugment with Knowledge Distillation
Longhui WeiAn XiaoLingxi XieXin ChenXiaopeng ZhangQi Tian
2020-03-25
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet
Shan YouTao HuangMingmin YangFei WangChen QianChangshui Zhang
2020-03-25
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
Dynamic ReLU
Yinpeng ChenXiyang DaiMengchen LiuDongdong ChenLu YuanZicheng Liu
2020-03-22
Fixing the train-test resolution discrepancy: FixEfficientNet
| Hugo TouvronAndrea VedaldiMatthijs DouzeHervé Jégou
2020-03-18
Gimme Signals: Discriminative signal encoding for multimodal activity recognition
| Raphael MemmesheimerNick TheisenDietrich Paulus
2020-03-13
Traffic Signs Detection and Recognition System using Deep Learning
Pavly Salah ZakiMarco Magdy WilliamBolis Karam SolimanKerolos Gamal AlexsanKeroles KhalilMagdy El-Moursy
2020-03-06
Learned Threshold Pruning
Kambiz AzarianYash BhalgatJinwon LeeTijmen Blankevoort
2020-02-28
XSepConv: Extremely Separated Convolution
Jiarong ChenZongqing LuJing-Hao XueQingmin Liao
2020-02-27
Learning in the Frequency Domain
| Kai XuMinghai QinFei SunYuhao WangYen-Kuang ChenFengbo Ren
2020-02-27
MaxUp: A Simple Way to Improve Generalization of Neural Network Training
Chengyue GongTongzheng RenMao YeQiang Liu
2020-02-20
Marvel: A Data-centric Compiler for DNN Operators on Spatial Accelerators
Prasanth ChatarasiHyoukjun KwonNatesh RainaSaurabh MalikVaisakh HaridasAngshuman ParasharMichael PellauerTushar KrishnaVivek Sarkar
2020-02-18
Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations
| Yichi ZhangRitchie ZhaoWeizhe HuaNayun XuG. Edward SuhZhiru Zhang
2020-02-17
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
GSANet: Semantic Segmentation with Global and Selective Attention
Qingfeng LiuMostafa El-KhamyDongwoon BaiJungwon Lee
2020-02-14
Improving Efficiency in Neural Network Accelerator Using Operands Hamming Distance optimization
Meng LiYilei LiPierce ChuangLiangzhen LaiVikas Chandra
2020-02-13
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
Soft Threshold Weight Reparameterization for Learnable Sparsity
| Aditya KusupatiVivek RamanujanRaghav SomaniMitchell WortsmanPrateek JainSham KakadeAli Farhadi
2020-02-08
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
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks
Souvik KunduMahdi NazemiMassoud PedramKeith M. ChuggPeter A. Beerel
2020-01-29
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
CNN-CASS: CNN for Classification of Coronary Artery Stenosis Score in MPR Images
Mariia DobkoBohdan PetryshakOles Dobosevych
2020-01-23
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network
| Jungkyu LeeTaeryun WonTae Kwan LeeHyemin LeeGeonmo GuKiho Hong
2020-01-17
Filter Grafting for Deep Neural Networks
| Fanxu MengHao ChengKe LiZhixin XuRongrong JiXing SunGaungming Lu
2020-01-15
Quantisation and Pruning for Neural Network Compression and Regularisation
| Kimessha PaupamahSteven JamesRichard Klein
2020-01-14
Fast Neural Network Adaptation via Parameter Remapping and Architecture Search
| Jiemin FangYuzhu SunKangjian PengQian ZhangYuan LiWenyu LiuXinggang Wang
2020-01-08
Discrimination-aware Network Pruning for Deep Model Compression
Jing LiuBohan ZhuangZhuangwei ZhuangYong GuoJunzhou HuangJinhui ZhuMingkui Tan
2020-01-04
Pruning Depthwise Separable Convolutions for Extra Efficiency Gain of Lightweight Models
Anonymous
2020-01-01
DyNet: Dynamic Convolution for Accelerating Convolution Neural Networks
Anonymous
2020-01-01
Fast Neural Network Adaptation via Parameters Remapping
Anonymous
2020-01-01
A closer look at network resolution for efficient network design
Anonymous
2020-01-01
ISBNet: Instance-aware Selective Branching Networks
Shaofeng CaiYao ShuWei WangGang ChenBeng Chin Ooi
2020-01-01
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
| Anonymous
2020-01-01
Resizable Neural Networks
Anonymous
2020-01-01
ZeroQ: A Novel Zero Shot Quantization Framework
| Yaohui CaiZhewei YaoZhen DongAmir GholamiMichael W. MahoneyKurt Keutzer
2020-01-01
On the Pareto Efficiency of Quantized CNN
Anonymous
2020-01-01
Channel Equilibrium Networks
Anonymous
2020-01-01
Neural Architecture Search on Acoustic Scene Classification
Jixiang LiChuming LiangBo ZhangZhao WangFei XiangXiangxiang Chu
2019-12-30
Towards Unified INT8 Training for Convolutional Neural Network
Feng ZhuRuihao GongFengwei YuXianglong LiuYanfei WangZhelong LiXiuqi YangJunjie Yan
2019-12-29
Attention-Based Face AntiSpoofing of RGB Images, using a Minimal End-2-End Neural Network
Ali GhofraniRahil Mahdian ToroghiSeyed Mojtaba Tabatabaie
2019-12-18
Joint Architecture and Knowledge Distillation in Convolutional Neural Network for Offline Handwritten Chinese Text Recognition
Zi-Rui WangJun Du
2019-12-17
UNAS: Differentiable Architecture Search Meets Reinforcement Learning
Arash VahdatArun MallyaMing-Yu LiuJan Kautz
2019-12-16
Comparisonal study of Deep Learning approaches on Retinal OCT Image
Nowshin TasnimMahmudul HasanIshrak Islam
2019-12-16
Fully-Convolutional Intensive Feature Flow Neural Network for Text Recognition
Zhao ZhangZemin TangZheng ZhangYang WangJie QinMeng Wang
2019-12-13
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation
| Taha EmaraHossam E. Abd El MunimHazem M. Abbas
2019-12-13
AugFPN: Improving Multi-scale Feature Learning for Object Detection
| Chaoxu GuoBin FanQian ZhangShiming XiangChunhong Pan
2019-12-11
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference
| Thomas VerelstTinne Tuytelaars
2019-12-06
Face Detection with Feature Pyramids and Landmarks
Samuel W. F. EarpPavit NoinongyaoJustin A. CairnsAnkush Ganguly
2019-12-02
MnasFPN: Learning Latency-aware Pyramid Architecture for Object Detection on Mobile Devices
| Bo ChenGolnaz GhiasiHanxiao LiuTsung-Yi LinDmitry KalenichenkoHartwig AdamsQuoc V. Le
2019-12-02
Exploring Unexplored Tensor Network Decompositions for Convolutional Neural Networks
| Kohei HayashiTaiki YamaguchiYohei SugawaraShin-Ichi Maeda
2019-12-01
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters
| Xia XiaoZigeng WangSanguthevar Rajasekaran
2019-12-01
QKD: Quantization-aware Knowledge Distillation
Jangho KimYash BhalgatJinwon LeeChirag PatelNojun Kwak
2019-11-28
GhostNet: More Features from Cheap Operations
| Kai HanYunhe WangQi TianJianyuan GuoChunjing XuChang Xu
2019-11-27
Crypto-Oriented Neural Architecture Design
| Avital ShafranGil SegevShmuel PelegYedid Hoshen
2019-11-27
Structured Multi-Hashing for Model Compression
Elad EbanYair Movshovitz-AttiasHao WuMark SandlerAndrew PoonYerlan IdelbayevMiguel A. Carreira-Perpinan
2019-11-25
Simple and Lightweight Human Pose Estimation
Zhe ZhangJie TangGangshan Wu
2019-11-23
Compressing Representations for Embedded Deep Learning
Juliano S. AssineAlan GodoyEduardo Valle
2019-11-23
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation
Ling LuoDingyu XueXinglong Feng
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
Adversarial Examples Improve Image Recognition
| Cihang XieMingxing TanBoqing GongJiang WangAlan YuilleQuoc V. Le
2019-11-21
Fast Sparse ConvNets
| Erich ElsenMarat DukhanTrevor GaleKaren Simonyan
2019-11-21
EfficientDet: Scalable and Efficient Object Detection
| Mingxing TanRuoming PangQuoc V. Le
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
Music theme recognition using CNN and self-attention
Manoj SukhavasiSainath Adapa
2019-11-16
Self-training with Noisy Student improves ImageNet classification
| Qizhe XieMinh-Thang LuongEduard HovyQuoc V. Le
2019-11-11
Eye Semantic Segmentation with a Lightweight Model
| Van Thong HuynhSoo-Hyung KimGuee-Sang LeeHyung-Jeong Yang
2019-11-04
Comb Convolution for Efficient Convolutional Architecture
Dandan LiYuan ZhouShuwei HuoSun-Yuan Kung
2019-11-01
Attention-Guided Lightweight Network for Real-Time Segmentation of Robotic Surgical Instruments
Zhen-Liang NiGui-Bin BianZeng-Guang HouXiao-Hu ZhouXiao-Liang XieZhen Li
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
Depth-wise Decomposition for Accelerating Separable Convolutions in Efficient Convolutional Neural Networks
Yihui HeJianing QianJianren Wang
2019-10-21
Mirror Descent View for Neural Network Quantization
Thalaiyasingam AjanthanKartik GuptaPhilip H. S. TorrRichard HartleyPuneet K. Dokania
2019-10-18
ICPS-net: An End-to-End RGB-based Indoor Camera Positioning System using deep convolutional neural networks
Ali GhofraniRahil Mahdian ToroghiSayed Mojtaba Tabatabaie
2019-10-14
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
| Qilong WangBanggu WuPengfei ZhuPeihua LiWangmeng ZuoQinghua Hu
2019-10-08
Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation
| Hang GaoXizhou ZhuSteve LinJifeng Dai
2019-10-07
Improving One-shot NAS by Suppressing the Posterior Fading
Xiang LiChen LinChuming LiMing SunWei WuJunjie YanWanli Ouyang
2019-10-06
A Pre-defined Sparse Kernel Based Convolution for Deep CNNs
Souvik KunduSaurav PrakashHaleh AkramiPeter A. BeerelKeith M. Chugg
2019-10-02
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
EdgeCNN: Convolutional Neural Network Classification Model with small inputs for Edge Computing
| Shunzhi YangZheng GongKai YeYungen WeiZheng HuangZhenhua Huang
2019-09-30
Fusion of Convolutional Neural Network and Statistical Features for Texture classification
Jbene MouradAhmed Drissi El MalinaiMohammed El Hassouni
2019-09-29
MutualNet: Adaptive ConvNet via Mutual Learning from Network Width and Resolution
| Taojiannan YangSijie ZhuChen ChenShen YanMi ZhangAndrew Willis
2019-09-27
Urban Sound Tagging using Convolutional Neural Networks
| Sainath Adapa
2019-09-27
Breast Cancer Diagnosis with Transfer Learning and Global Pooling
| Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2019-09-26
FALCON: Fast and Lightweight Convolution for Compressing and Accelerating CNN
Chun QuanJun-Gi JangHyun Dong LeeU Kang
2019-09-25
Fast and Accurate Convolutional Object Detectors for Real-time Embedded Platforms
Min-Kook ChoiJaehyung ParkHeechul JungJinhee LeeSoo-Heang Eo
2019-09-24
Street Crossing Aid Using Light-weight CNNs for the Visually Impaired
| Samuel YuHeon LeeJung Hoon Kim
2019-09-14
Efficient 2.5D Hand Pose Estimation via Auxiliary Multi-Task Training for Embedded Devices
Prajwal ChidanandaAyan SinhaAdithya RaoDouglas LeeAndrew Rabinovich
2019-09-12
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection
| Xavier SoriaEdgar RibaAngel D. Sappa
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
EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators
| Lukas CavigelliGeorg RutishauserLuca Benini
2019-08-30
Dual Attention MobDenseNet(DAMDNet) for Robust 3D Face Alignment
| Lei Jiang Xiao-Jun Wu Josef Kittler
2019-08-30
Mobile Video Action Recognition
Yuqi HuoXiaoli XuYao LuYulei NiuZhiwu LuJi-Rong Wen
2019-08-27
See More Than Once -- Kernel-Sharing Atrous Convolution for Semantic Segmentation
Ye HuangQingqing WangWenjing JiaXiangjian He
2019-08-26
Mish: A Self Regularized Non-Monotonic Neural Activation Function
| Diganta Misra
2019-08-23
SCARLET-NAS: Bridging the gap between Stability and Scalability in Weight-sharing Neural Architecture Search
| Xiangxiang ChuBo ZhangJixiang LiQingyuan LiRuijun Xu
2019-08-16
Einconv: Exploring Unexplored Tensor Network Decompositions for Convolutional Neural Networks
| Kohei HayashiTaiki YamaguchiYohei SugawaraShin-ichi Maeda
2019-08-13
HBONet: Harmonious Bottleneck on Two Orthogonal Dimensions
| Duo LiAojun ZhouAnbang Yao
2019-08-11
MobileFAN: Transferring Deep Hidden Representation for Face Alignment
Yang ZhaoYifan LiuChunhua ShenYongsheng GaoShengwu Xiong
2019-08-11
Group Pruning using a Bounded-Lp norm for Group Gating and Regularization
Chaithanya Kumar MummadiTim GeneweinDan ZhangThomas BroxVolker Fischer
2019-08-09
Attention-Aware Linear Depthwise Convolution for Single Image Super-Resolution
Seongmin HwangGwanghuyn YuCheolkon JungJinyoung Kim
2019-08-07
BlurNet: Defense by Filtering the Feature Maps
Ravi RajuMikko Lipasti
2019-08-06
Spatio-Temporal Representation with Deep Neural Recurrent Network in MIMO CSI Feedback
Xiangyi LiHuaming Wu
2019-08-04
Attentive Normalization
| Xilai LiWei SunTianfu Wu
2019-08-04
MoGA: Searching Beyond MobileNetV3
| Xiangxiang ChuBo ZhangRuijun Xu
2019-08-04
Indices Matter: Learning to Index for Deep Image Matting
| Hao LuYutong DaiChunhua ShenSongcen Xu
2019-08-02
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
X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-range Dependencies
| Kehan QiHao YangCheng LiZaiyi LiuMeiyun WangQiegen LiuShanshan Wang
2019-07-16
Measuring the Transferability of Adversarial Examples
Deyan PetrovTimothy M. Hospedales
2019-07-14
Neural Epitome Search for Architecture-Agnostic Network Compression
Daquan ZhouXiaojie JinQibin HouKaixin WangJianchao YangJiashi Feng
2019-07-12
CSSegNet: Fine-Grained Cardiac Structures Segmentation Using Dilated Pyramid Pooling in U-net
Fei FengJiajia Luo
2019-07-02
Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization
Dimitrios StamoulisRuizhou DingDi WangDimitrios LymberopoulosBodhi PriyanthaJie LiuDiana Marculescu
2019-07-01
Automatically Extract the Semi-transparent Motion-blurred Hand from a Single Image
Xiaomei ZhaoYihong Wu
2019-06-27
Densely Connected Search Space for More Flexible Neural Architecture Search
| Jiemin FangYuzhu SunQian ZhangYuan LiWenyu LiuXinggang Wang
2019-06-23
Deep Single Image Deraining Via Estimating Transmission and Atmospheric Light in rainy Scenes
Yinglong WangQinfeng ShiEhsan AbbasnejadChao MaXiaoping MaBing Zeng
2019-06-22
Hardware Aware Neural Network Architectures using FbNet
| Sai Vineeth Kalluru SrinivasHarideep NairVinay Vidyasagar
2019-06-17
HalalNet: A Deep Neural Network that Classifies the Halalness Slaughtered Chicken from their Images
A. ElfakharanyR. YusofN. IsmailR. ArfaM. Yunus
2019-06-10
In Situ Cane Toad Recognition
Dmitry A. KonovalovSimindokht JahangardLin Schwarzkopf
2019-06-09
HGC: Hierarchical Group Convolution for Highly Efficient Neural Network
Xukai XieYuan ZhouSun-Yuan Kung
2019-06-09
DiCENet: Dimension-wise Convolutions for Efficient Networks
| Sachin MehtaHannaneh HajishirziMohammad Rastegari
2019-06-08
Butterfly Transform: An Efficient FFT Based Neural Architecture Design
| Keivan Alizadeh VahidAnish PrabhuAli FarhadiMohammad Rastegari
2019-06-05
Predicting Global Variations in Outdoor PM2.5 Concentrations using Satellite Images and Deep Convolutional Neural Networks
Kris Y. HongPedro O. PinheiroScott Weichenthal
2019-06-01
Multi-Task Self-Supervised Object Detection via Recycling of Bounding Box Annotations
Wonhee Lee Joonil Na Gunhee Kim
2019-06-01
Memory-Driven Mixed Low Precision Quantization For Enabling Deep Network Inference On Microcontrollers
| Manuele RusciAlessandro CapotondiLuca Benini
2019-05-30
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
| Mingxing TanQuoc V. Le
2019-05-28
CompactNet: Platform-Aware Automatic Optimization for Convolutional Neural Networks
Weicheng LiRui WangZhongzhi LuanDi HuangZidong DuYunji ChenDepei Qian
2019-05-28
Underwater Fish Detection with Weak Multi-Domain Supervision
Dmitry A. KonovalovAlzayat SalehMichael BradleyMangalam SankupellaySimone MariniMarcus Sheaves
2019-05-26
Feature Map Transform Coding for Energy-Efficient CNN Inference
| Brian ChmielChaim BaskinRon BannerEvgenii ZheltonozhskiiYevgeny YermolinAlex KarbachevskyAlex M. BronsteinAvi Mendelson
2019-05-26
Additive Noise Annealing and Approximation Properties of Quantized Neural Networks
| Matteo SpallanzaniLukas CavigelliGian Paolo LeonardiMarko BertognaLuca Benini
2019-05-24
Light-Weight RetinaNet for Object Detection
| Yixing LiFengbo Ren
2019-05-24
Dynamic Routing Networks
Shaofeng CaiYao ShuWei WangBeng Chin Ooi
2019-05-13
Single-Path NAS: Device-Aware Efficient ConvNet Design
Dimitrios StamoulisRuizhou DingDi WangDimitrios LymberopoulosBodhi PriyanthaJie LiuDiana Marculescu
2019-05-10
Towards Efficient Model Compression via Learned Global Ranking
| Ting-Wu ChinRuizhou DingCha ZhangDiana Marculescu
2019-04-28
Attention Augmented Convolutional Networks
| Irwan BelloBarret ZophAshish VaswaniJonathon ShlensQuoc V. Le
2019-04-22
GestARLite: An On-Device Pointing Finger Based Gestural Interface for Smartphones and Video See-Through Head-Mounts
Varun JainGaurav GargRamakrishna PerlaRamya Hebbalaguppe
2019-04-19
CornerNet-Lite: Efficient Keypoint Based Object Detection
| Hei LawYun TengOlga RussakovskyJia Deng
2019-04-18
DENet: A Universal Network for Counting Crowd with Varying Densities and Scales
Lei LiuJie JiangWenjing JiaSaeed AmirgholipourMichelle ZeibotsXiangjian He
2019-04-17
NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection
| Golnaz GhiasiTsung-Yi LinRuoming PangQuoc V. Le
2019-04-16
AirPen: A Touchless Fingertip Based Gestural Interface for Smartphones and Head-Mounted Devices
Varun JainRamya Hebbalaguppe
2019-04-12
Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution
| Yunpeng ChenHaoqi FanBing XuZhicheng YanYannis KalantidisMarcus RohrbachShuicheng YanJiashi Feng
2019-04-10
CondConv: Conditionally Parameterized Convolutions for Efficient Inference
| Brandon YangGabriel BenderQuoc V. LeJiquan Ngiam
2019-04-10
Uncertainty Measures and Prediction Quality Rating for the Semantic Segmentation of Nested Multi Resolution Street Scene Images
Matthias RottmannMarius Schubert
2019-04-09
ANTNets: Mobile Convolutional Neural Networks for Resource Efficient Image Classification
Yunyang XiongHyunwoo J. KimVarsha Hedau
2019-04-07
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours
| Dimitrios StamoulisRuizhou DingDi WangDimitrios LymberopoulosBodhi PriyanthaJie LiuDiana Marculescu
2019-04-05
ThunderNet: Towards Real-time Generic Object Detection
| Zheng QinZeming LiZhaoning ZhangYiping BaoGang YuYuxing PengJian Sun
2019-03-28
AutoSlim: Towards One-Shot Architecture Search for Channel Numbers
| Jiahui YuThomas Huang
2019-03-27
DetNAS: Backbone Search for Object Detection
| Yukang ChenTong YangXiangyu ZhangGaofeng MengXinyu XiaoJian Sun
2019-03-26
Efficiently utilizing complex-valued PolSAR image data via a multi-task deep learning framework
Lamei ZhangHongwei DongBin Zou
2019-03-24
All You Need is a Few Shifts: Designing Efficient Convolutional Neural Networks for Image Classification
| Weijie ChenDi XieYuan ZhangShiliang Pu
2019-03-13
DVOLVER: Efficient Pareto-Optimal Neural Network Architecture Search
Guillaume MichelMohammed Amine AlaouiAlice LeboisAmal FerianiMehdi Felhi
2019-02-05
Learnable Embedding Space for Efficient Neural Architecture Compression
| Shengcao CaoXiaofang WangKris M. Kitani
2019-02-01
Pay Less Attention with Lightweight and Dynamic Convolutions
| Felix WuAngela FanAlexei BaevskiYann N. DauphinMichael Auli
2019-01-29
a high efficiency fully convolutional networks for pixel wise surface defect detection
LINGTENG QIUXIAOJUN WUZHIYANG YU
2019-01-23
Collaborative Execution of Deep Neural Networks on Internet of Things Devices
Ramyad HadidiJiashen CaoMicheal S. RyooHyesoon Kim
2019-01-08
ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation
| Xiaoliang DaiPeizhao ZhangBichen WuHongxu YinFei SunYanghan WangMarat DukhanYunqing HuYiming WuYangqing JiaPeter VajdaMatt UyttendaeleNiraj K. Jha
2018-12-21
Slimmable Neural Networks
| Jiahui YuLinjie YangNing XuJianchao YangThomas Huang
2018-12-21
Automatic quantification of the LV function and mass: a deep learning approach for cardiovascular MRI
Ariel H. CurialeFlavio D. ColavecchiaGerman Mato
2018-12-14
IRLAS: Inverse Reinforcement Learning for Architecture Search
| Minghao GuoZhao ZhongWei WuDahua LinJunjie Yan
2018-12-13
An end-to-end approach for speeding up neural network inference
Charles HerrmannRichard Strong BowenRamin Zabih
2018-12-11
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
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
| Han CaiLigeng ZhuSong Han
2018-12-02
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network
| Sachin MehtaMohammad RastegariLinda ShapiroHannaneh Hajishirzi
2018-11-28
WaveletNet: Logarithmic Scale Efficient Convolutional Neural Networks for Edge Devices
Li JingRumen DangovskiMarin Soljacic
2018-11-28
InstaNAS: Instance-aware Neural Architecture Search
| An-Chieh ChengChieh Hubert LinDa-Cheng JuanWei WeiMin Sun
2018-11-26
M2U-Net: Effective and Efficient Retinal Vessel Segmentation for Resource-Constrained Environments
Tim LaibacherTillman WeydeSepehr Jalali
2018-11-19
Mask Propagation Network for Video Object Segmentation
Jia SunDongdong YuYinghong LiChanghu Wang
2018-10-24
Layer-compensated Pruning for Resource-constrained Convolutional Neural Networks
| Ting-Wu ChinCha ZhangDiana Marculescu
2018-10-01
Shift-based Primitives for Efficient Convolutional Neural Networks
Huasong ZhongXianggen LiuYihui HeYuchun Ma
2018-09-22
MBS: Macroblock Scaling for CNN Model Reduction
Yu-Hsun LinChun-Nan ChouEdward Y. Chang
2018-09-18
A CNN Accelerator on FPGA Using Depthwise Separable Convolution
Lin BaiYiming ZhaoXinming Huang
2018-09-03
MnasNet: Platform-Aware Neural Architecture Search for Mobile
| Mingxing TanBo ChenRuoming PangVijay VasudevanMark SandlerAndrew HowardQuoc V. Le
2018-07-31
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design
| Ningning MaXiangyu ZhangHai-Tao ZhengJian Sun
2018-07-30
CBAM: Convolutional Block Attention Module
| Sanghyun WooJongchan ParkJoon-Young LeeIn So Kweon
2018-07-17
Exploiting Spatial-Temporal Modelling and Multi-Modal Fusion for Human Action Recognition
Dongliang HeFu LiQijie ZhaoXiang LongYi FuShilei Wen
2018-06-27
Joint Estimation of Age and Gender from Unconstrained Face Images using Lightweight Multi-task CNN for Mobile Applications
| Jia-Hong LeeYi-Ming ChanTing-Yen ChenChu-Song Chen
2018-06-06
Deep Neural Networks with Multi-Branch Architectures Are Less Non-Convex
| Hongyang ZhangJunru ShaoRuslan Salakhutdinov
2018-06-06
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks
| Ke SunMingjie LiDong LiuJingdong Wang
2018-06-01
Interleaved Structured Sparse Convolutional Neural Networks
Guotian XieJingdong WangTing ZhangJianhuang LaiRichang HongGuo-Jun Qi
2018-06-01
IGCV$2$: Interleaved Structured Sparse Convolutional Neural Networks
| Guotian XieJingdong WangTing ZhangJianhuang LaiRichang HongGuo-Jun Qi
2018-04-17
NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications
| Tien-Ju YangAndrew HowardBo ChenXiao ZhangAlec GoMark SandlerVivienne SzeHartwig Adam
2018-04-09
Diagonalwise Refactorization: An Efficient Training Method for Depthwise Convolutions
| Zheng QinZhaoning ZhangDongsheng LiYiming ZhangYuxing Peng
2018-03-27
Merging and Evolution: Improving Convolutional Neural Networks for Mobile Applications
| Zheng QinZhaoning ZhangShiqing ZhangHao YuYuxing Peng
2018-03-24
A Quantization-Friendly Separable Convolution for MobileNets
Tao ShengChen FengShaojie ZhuoXiaopeng ZhangLiang ShenMickey Aleksic
2018-03-22
RTSeg: Real-time Semantic Segmentation Comparative Study
| Mennatullah SiamMostafa GamalMoemen Abdel-RazekSenthil YogamaniMartin Jagersand
2018-03-07
HENet:A Highly Efficient Convolutional Neural Networks Optimized for Accuracy, Speed and Storage
| Qiuyu ZhuRuixin Zhang
2018-03-07
FD-MobileNet: Improved MobileNet with a Fast Downsampling Strategy
| Zheng QinZhaoning ZhangXiaotao ChenYuxing Peng
2018-02-11
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
| Liang-Chieh ChenYukun ZhuGeorge PapandreouFlorian SchroffHartwig Adam
2018-02-07
EffNet: An Efficient Structure for Convolutional Neural Networks
| Ido FreemanLutz Roese-KoernerAnton Kummert
2018-01-19
MobileNetV2: Inverted Residuals and Linear Bottlenecks
| Mark SandlerAndrew HowardMenglong ZhuAndrey ZhmoginovLiang-Chieh Chen
2018-01-13
Learning Graph Convolution Filters from Data Manifold
Guokun LaiHanxiao LiuYiming Yang
2018-01-01
Progressive Neural Architecture Search
| Chenxi LiuBarret ZophMaxim NeumannJonathon ShlensWei HuaLi-Jia LiLi Fei-FeiAlan YuilleJonathan HuangKevin Murphy
2017-12-02
Receptive Field Block Net for Accurate and Fast Object Detection
| Songtao LiuDi HuangYunhong Wang
2017-11-21
Learning Depthwise Separable Graph Convolution from Data Manifold
Guokun LaiHanxiao LiuYiming Yang
2017-10-31
Channel Pruning for Accelerating Very Deep Neural Networks
| Yihui HeXiangyu ZhangJian Sun
2017-07-19
Interleaved Group Convolutions for Deep Neural Networks
| Ting ZhangGuo-Jun QiBin XiaoJingdong Wang
2017-07-10
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices
| Xiangyu ZhangXinyu ZhouMengxiao LinJian Sun
2017-07-04
Xception: Deep Learning With Depthwise Separable Convolutions
| Francois Chollet
2017-07-01
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
| Andrew G. HowardMenglong ZhuBo ChenDmitry KalenichenkoWeijun WangTobias WeyandMarco AndreettoHartwig Adam
2017-04-17
Towards a New Interpretation of Separable Convolutions
Tapabrata Ghosh
2017-01-16
Xception: Deep Learning with Depthwise Separable Convolutions
| François Chollet
2016-10-07

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