Methods > Computer Vision > Convolutions

Pointwise Convolution


Pointwise Convolution is a type of convolution that uses a 1x1 kernel: a kernel that iterates through every single point. This kernel has a depth of however many channels the input image has. It can be used in conjunction with depthwise convolutions to produce an efficient class of convolutions known as depthwise-separable convolutions.

Image Credit: Chi-Feng Wang

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| 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
Discovering Multi-Hardware Mobile Models via Architecture Search
Grace ChuOkan ArikanGabriel BenderWeijun WangAchille BrightonPieter-Jan KindermansHanxiao LiuBerkin AkinSuyog GuptaAndrew Howard
2020-08-18
Monocular Instance Motion Segmentation for Autonomous Driving: KITTI InstanceMotSeg Dataset and Multi-task Baseline
Eslam MohamedMahmoud EwaishaMennatullah SiamHazem RashedSenthil YogamaniWaleed HamdyMuhammad HelmiAhmad El-Sallab
2020-08-16
Leveraging Automated Mixed-Low-Precision Quantization for tiny edge microcontrollers
Manuele RusciMarco FariselliAlessandro CapotondiLuca Benini
2020-08-12
Decoding kinetic features of hand motor preparation from single‐trial EEG using convolutional neural networks
| Ramiro GattiYanina AtumLuciano SchiaffinoMads JochumsenJosé Biurrun Manresa
2020-08-11
An Aggregate 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
Frame-To-Frame Consistent Semantic Segmentation
| Manuel RebolPatrick Knöbelreiter
2020-08-03
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
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
Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit
| Emma RocheteauPietro LiòStephanie Hyland
2020-07-18
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
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
Predicting Length of Stay in the Intensive Care Unit with Temporal Pointwise Convolutional Networks
| Emma RocheteauPietro LiòStephanie Hyland
2020-06-29
Causal Explanations of Image Misclassifications
Yan MinMiles Bennett
2020-06-28
COVID-19 Screening 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
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
Big GANs Are Watching You: Towards Unsupervised Object Segmentation with Off-the-Shelf Generative Models
| Andrey VoynovStanislav MorozovArtem Babenko
2020-06-08
A Robust Attentional Framework for License Plate Recognition in the Wild
Linjiang ZhangPeng WangHui LiZhen LiChunhua ShenYanning Zhang
2020-06-06
AutoHAS: Efficient Hyperparameter and Architecture Search
Xuanyi DongMingxing TanAdams Wei YuDaiyi PengBogdan GabrysQuoc V. Le
2020-06-05
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
On the Difficulty of Membership Inference Attacks
| Shahbaz RezaeiXin Liu
2020-05-27
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
Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space: A Gene Expression Programming Approach
| Jeovane Honorio AlvesLucas Ferrari de Oliveira
2020-05-15
Train and Deploy an Image Classifier for Disaster Response
Jianyu MaoKiana HarrisNae-Rong ChangCaleb PennellYiming Ren
2020-05-12
A Sim2Real Deep Learning Approach for the Transformation of Images from Multiple Vehicle-Mounted Cameras to a Semantically Segmented Image in Bird's Eye View
| Lennart ReiherBastian LampeLutz Eckstein
2020-05-08
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
ClueMeIn: Obtaining More Specific Image Labels Through a Game
Christopher Harris
2020-05-01
Do You Believe It Happened? Assessing Chinese Readers' Veridicality Judgments
Yu-Yun ChangShu-Kai Hsieh
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
EfficientPose: Scalable single-person pose estimation
| Daniel GroosHeri RamampiaroEspen A. F. Ihlen
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
ResNeSt: Split-Attention Networks
| Hang ZhangChongruo wuZhongyue ZhangYi ZhuHaibin LinZhi ZhangYue SunTong HeJonas MuellerR. ManmathaMu LiAlexander Smola
2020-04-19
DriftNet: Aggressive Driving Behavior Classification using 3D EfficientNet Architecture
Alam NoorBilel BenjdiraAdel AmmarAnis Koubaa
2020-04-18
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
| Mohammad RahimzadehAbolfazl Attar
2020-04-17
Video Face Manipulation Detection Through Ensemble of CNNs
| Nicolò BonettiniEdoardo Daniele CannasSara MandelliLuca BondiPaolo BestaginiStefano Tubaro
2020-04-16
Light-Weighted CNN for Text Classification
| Ritu Yadav
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
Rethinking Depthwise Separable Convolutions: How Intra-Kernel Correlations Lead to Improved MobileNets
| Daniel HaaseManuel Amthor
2020-03-30
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 Chinese Handwritten Numbers with Labeled Projective Dictionary Pair Learning
Rasool AmeriAli AlameerSaideh FerdowsiKianoush NazarpourVahid Abolghasemi
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 QianChang-Shui 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 PhamZihang DaiQizhe XieMinh-Thang LuongQuoc V. Le
2020-03-23
Dynamic ReLU
| Yinpeng ChenXiyang DaiMengchen LiuDong-Dong 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
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
Qing-Feng LiuMostafa El-KhamyDongwoon BaiJungwon Lee
2020-02-14
Effective Reinforcement Learning through Evolutionary Surrogate-Assisted Prescription
| Olivier FranconSantiago GonzalezBabak HodjatElliot MeyersonRisto MiikkulainenXin QiuHormoz Shahrzad
2020-02-13
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 TataroğluHazim 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
Efficient Model for Image Classification With Regularization Tricks
| Taehyeon KimJonghyup KimSeyoung Yun
2020-02-01
Reconstructing Natural Scenes from fMRI Patterns using BigBiGAN
Milad MozafariLeila ReddyRufin VanRullen
2020-01-31
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
ISBNet: Instance-aware Selective Branching Networks
Shaofeng CaiYao ShuWei WangGang ChenBeng Chin Ooi
2020-01-01
ZeroQ: A Novel Zero Shot Quantization Framework
| Yaohui CaiZhewei YaoZhen DongAmir GholamiMichael W. MahoneyKurt Keutzer
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 CNN for 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
AdvPC: Transferable Adversarial Perturbations on 3D Point Clouds
| Abdullah HamdiSara RojasAli ThabetBernard Ghanem
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
Compressing Representations for Embedded Deep Learning
Juliano S. AssineAlan GodoyEduardo Valle
2019-11-23
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
Comb Convolution for Efficient Convolutional Architecture
Dandan LiYuan ZhouShuwei HuoSun-Yuan Kung
2019-11-01
LPRNet: Lightweight Deep Network by Low-rank Pointwise Residual Convolution
Bin SunJun LiMing ShaoYun Fu
2019-10-25
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
ESPnet-TTS: Unified, Reproducible, and Integratable Open Source End-to-End Text-to-Speech Toolkit
| Tomoki HayashiRyuichi YamamotoKatsuki InoueTakenori YoshimuraShinji WatanabeTomoki TodaKazuya TakedaYu ZhangXu Tan
2019-10-24
Identification of primary angle-closure on AS-OCT images with Convolutional Neural Networks
Chenglang YuanCheng BianHongjian KangShu LiangKai MaYefeng Zheng
2019-10-23
CPWC: Contextual Point Wise Convolution for Object Recognition
Pratik MazumderPravendra SinghVinay Namboodiri
2019-10-21
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
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: Lightweight and Accurate Convolution
Jun-Gi JangChun QuanHyun Dong LeeU Kang
2019-09-25
Development of Fast Refinement Detectors on AI Edge Platforms
| Min-Kook ChoiHeechul Jung
2019-09-24
Pretraining boosts out-of-domain robustness for pose estimation
| Alexander MathisThomas BiasiSteffen SchneiderMert YüksekgönülByron RogersMatthias BethgeMackenzie W. Mathis
2019-09-24
Context-Aware Image Matting for Simultaneous Foreground and Alpha Estimation
| Qiqi HouFeng Liu
2019-09-20
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 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
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
Sang-Yun OhHye-Jin S. KimJongeun LeeJunmo Kim
2019-07-23
MixConv: Mixed Depthwise Convolutional Kernels
| Mingxing TanQuoc V. Le
2019-07-22
X-Net: Brain Stroke Lesion Segmentation Based on Depthwise Separable Convolution and Long-range Dependencies
| Kehan QiHao YangCheng LiZaiyi LiuMeiyun WangQiegen LiuShan-Shan 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
Large Scale Adversarial Representation Learning
| Jeff DonahueKaren Simonyan
2019-07-04
Slim-CNN: A Light-Weight CNN for Face Attribute Prediction
Ankit SharmaHassan Foroosh
2019-07-03
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
New pointwise convolution in Deep Neural Networks through Extremely Fast and Non Parametric Transforms
Joonhyun JeongSung-Ho Bae
2019-06-25
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
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
Semi-supervised Sequence-to-sequence ASR using Unpaired Speech and Text
Murali Karthick BaskarShinji WatanabeRamon AstudilloTakaaki HoriLukáš BurgetJan Černocký
2019-04-30
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
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
AutoSlim: Towards One-Shot Architecture Search for Channel Numbers
| Jiahui YuThomas Huang
2019-03-27
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
| Wei-Jie ChenDi XieYuan ZhangShiLiang Pu
2019-03-13
Differentiable reservoir computing
Lyudmila GrigoryevaJuan-Pablo Ortega
2019-02-16
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
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
C3: Concentrated-Comprehensive Convolution and its application to semantic segmentation
| Hyojin ParkYoungjoon YooGeonseok SeoDongyoon HanSangdoo YunNojun Kwak
2018-12-12
Channel selection using Gumbel Softmax
| 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
Chasing the Echo State Property
Claudio Gallicchio
2018-11-27
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
MnasNet: Platform-Aware Neural Architecture Search for Mobile
| Mingxing TanBo ChenRuoming PangVijay VasudevanMark SandlerAndrew HowardQuoc V. Le
2018-07-31
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 ZhangJian-Huang LaiRichang HongGuo-Jun Qi
2018-06-01
IGCV$2$: Interleaved Structured Sparse Convolutional Neural Networks
| Guotian XieJingdong WangTing ZhangJian-Huang 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
ESPnet: End-to-End Speech Processing Toolkit
Shinji WatanabeTakaaki HoriShigeki KaritaTomoki HayashiJiro NishitobaYuya UnnoNelson Enrique Yalta SoplinJahn HeymannMatthew WiesnerNanxin ChenAdithya RenduchintalaTsubasa Ochiai
2018-03-30
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
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation