Methods > Computer Vision > Convolutions

Dilated Convolution

Introduced by Yu et al. in Multi-Scale Context Aggregation by Dilated Convolutions

Dilated Convolutions are a type of convolution that “inflate” the kernel by inserting holes between the kernel elements. An additional parameter $l$ (dilation rate) indicates how much the kernel is widened. There are usually $l-1$ spaces inserted between kernel elements.

Note that concept has existed in past literature under different names, for instance the algorithme a trous, an algorithm for wavelet decomposition (Holschneider et al., 1987; Shensa, 1992).

Source: Multi-Scale Context Aggregation by Dilated Convolutions

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2019-09-22
Comparison of UNet, ENet, and BoxENet for Segmentation of Mast Cells in Scans of Histological Slices
Alexander KarimovArtem RazumovRuslana ManbatchurinaKsenia SimonovaIrina DonetsAnastasia VlasovaYulia KhramtsovaKonstantin Ushenin
2019-09-15
Deep Learning-Aided Tabu Search Detection for Large MIMO Systems
NhanThanh NguyenKyungchun Lee
2019-09-04
Brain2Char: A Deep Architecture for Decoding Text from Brain Recordings
Pengfei SunGopala K. AnumanchipalliEdward F. Chang
2019-09-03
See More Than Once -- Kernel-Sharing Atrous Convolution for Semantic Segmentation
Ye HuangQingqing WangWenjing JiaXiangjian He
2019-08-26
ACE-Net: Biomedical Image Segmentation with Augmented Contracting and Expansive Paths
Yanhao ZhuZhineng ChenShuai ZhaoHongtao XieWenming GuoYongdong Zhang
2019-08-23
Feedbackward Decoding for Semantic Segmentation
Beinan WangJohn GlossnerDaniel IancuGeorgi N. Gaydadjiev
2019-08-22
Learning Lightweight Lane Detection CNNs by Self Attention Distillation
| Yuenan HouZheng MaChunxiao LiuChen Change Loy
2019-08-02
DABNet: Depth-wise Asymmetric Bottleneck for Real-time Semantic Segmentation
| Gen LiInyoung YunJonghyun KimJoongkyu Kim
2019-07-26
PointAtrousGraph: Deep Hierarchical Encoder-Decoder with Point Atrous Convolution for Unorganized 3D Points
| Liang PanChee-Meng ChewGim Hee Lee
2019-07-23
Adaptive Context Encoding Module for Semantic Segmentation
Congcong WangFaouzi Alaya CheikhAzeddine BeghdadiOle Jakob Elle
2019-07-13
ASCNet: Adaptive-Scale Convolutional Neural Networks for Multi-Scale Feature Learning
Mo ZhangJie ZhaoXiang LiLi ZhangQuanzheng Li
2019-07-07
FPCNet: Fast Pavement Crack Detection Network Based on Encoder-Decoder Architecture
Wenjun LiuYuchun HuangYing LiQi Chen
2019-07-04
An Efficient Solution for Breast Tumor Segmentation and Classification in Ultrasound Images Using Deep Adversarial Learning
Vivek Kumar SinghHatem A. RashwanMohamed Abdel-NasserMd. Mostafa Kamal SarkerFarhan AkramNidhi PandeySantiago RomaniDomenec Puig
2019-07-01
RFBNet: Deep Multimodal Networks with Residual Fusion Blocks for RGB-D Semantic Segmentation
Liuyuan DengMing YangTianyi LiYuesheng HeChunxiang Wang
2019-06-29
Dense Scale Network for Crowd Counting
| Feng DaiHao liuYike MaJuan CaoQiang ZhaoYongdong Zhang
2019-06-24
Grid R-CNN Plus: Faster and Better
| Xin LuBuyu LiYuxin YueQuanquan LiJunjie Yan
2019-06-13
Dilated Convolution with Dilated GRU for Music Source Separation
Jen-Yu LiuYi-Hsuan Yang
2019-06-04
RENAS: Reinforced Evolutionary Neural Architecture Search
Yukang Chen Gaofeng Meng Qian Zhang Shiming Xiang Chang Huang Lisen Mu Xinggang Wang
2019-06-01
Object Instance Annotation With Deep Extreme Level Set Evolution
| Zian Wang David Acuna Huan Ling Amlan Kar Sanja Fidler
2019-06-01
FSD: Feature Skyscraper Detector for Stem End and Blossom End of Navel Orange
Xiaoye SunGongyan LiShaoyun Xu
2019-05-24
Semantic Segmentation of Seismic Images
Daniel CivitareseDaniela SzwarcmanEmilio Vital BrazilBianca Zadrozny
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
End-to-end Cloud Segmentation in High-Resolution Multispectral Satellite Imagery Using Deep Learning
Giorgio MoralesAlejandro RamírezJoel Telles
2019-04-29
Multi-scale Cross-form Pyramid Network for Stereo Matching
Zhidong ZhuMingyi HeYuchao DaiZhibo RaoBo Li
2019-04-25
CaseNet: Content-Adaptive Scale Interaction Networks for Scene Parsing
Xin JinCuiling LanWen-Jun ZengZhizheng ZhangZhibo Chen
2019-04-17
DENet: A Universal Network for Counting Crowd with Varying Densities and Scales
Lei LiuJie JiangWenjing JiaSaeed AmirgholipourMichelle ZeibotsXiangjian He
2019-04-17
RHR-Net: A Residual Hourglass Recurrent Neural Network for Speech Enhancement
| Jalal AbdulbaqiYue GuIvan Marsic
2019-04-15
Towards Real-Time Automatic Portrait Matting on Mobile Devices
| Seokjun SeoSeungwoo ChoiMartin KersnerBeomjun ShinHyungsuk YoonHyeongmin ByunSungjoo Ha
2019-04-08
Real time backbone for semantic segmentation
Zhengeng YangHongshan YuQiang FuWei SunWenyan JiaMingui SunZhi-Hong Mao
2019-03-16
Selective Kernel Networks
| Xiang LiWenhai WangXiaolin HuJian Yang
2019-03-15
Bi-Directional Cascade Network for Perceptual Edge Detection
| Jianzhong HeShiliang ZhangMing YangYanhu ShanTiejun Huang
2019-02-28
Spatially-Adaptive Filter Units for Compact and Efficient Deep Neural Networks
Domen TabernikMatej KristanAleš Leonardis
2019-02-20
Differentiable reservoir computing
Lyudmila GrigoryevaJuan-Pablo Ortega
2019-02-16
Highly Efficient Follicular Segmentation in Thyroid Cytopathological Whole Slide Image
| Siyan TaoYao GuoChuang ZhuHuang ChenYue ZhangJie YangJun Liu
2019-02-13
ACNN: a Full Resolution DCNN for Medical Image Segmentation
Xiao-Yun ZhouJian-Qing ZhengPeichao LiGuang-Zhong Yang
2019-01-26
Bottom-up Object Detection by Grouping Extreme and Center Points
| Xingyi ZhouJiacheng ZhuoPhilipp Krähenbühl
2019-01-23
Automated Deep Photo Style Transfer
| Sebastian PenhouëtPaul Sanzenbacher
2019-01-12
Scale-Aware Trident Networks for Object Detection
| Yanghao LiYuntao ChenNaiyan WangZhao-Xiang Zhang
2019-01-07
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic Conditions
| Vlad TaranYuri GordienkoAlexandr RokovyiOleg AlieninSergii Stirenko
2018-12-30
A Multiscale Image Denoising Algorithm Based On Dilated Residual Convolution Network
Chang LiuZhaowei ShangAnyong Qin
2018-12-21
C3: Concentrated-Comprehensive Convolution and its application to semantic segmentation
| Hyojin ParkYoungjoon YooGeonseok SeoDongyoon HanSangdoo YunNojun Kwak
2018-12-12
Tree-structured Kronecker Convolutional Network for Semantic Segmentation
Tianyi WuSheng TangRui ZhangJuan CaoJintao Li
2018-12-12
DSNet for Real-Time Driving Scene Semantic Segmentation
Wenfu WangZhijie Pan
2018-12-06
Grid R-CNN
| Xin LuBuyu LiYuxin YueQuanquan LiJunjie Yan
2018-11-29
Efficient Semantic Segmentation for Visual Bird's-eye View Interpretation
Timo SämannKarl AmendeStefan MilzChristian WittMartin SimonJohannes Petzold
2018-11-29
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network
| Sachin MehtaMohammad RastegariLinda ShapiroHannaneh Hajishirzi
2018-11-28
Chasing the Echo State Property
Claudio Gallicchio
2018-11-27
ShelfNet for Fast Semantic Segmentation
| Juntang ZhuangJunlin YangLin GuNicha Dvornek
2018-11-27
The Effect of Explicit Structure Encoding of Deep Neural Networks for Symbolic Music Generation
| Ke ChenWeilin ZhangShlomo DubnovGus XiaWei Li
2018-11-20
Sensor Adaptation for Improved Semantic Segmentation of Overhead Imagery
Marc BoschGordon A. ChristieChristopher M. Gifford
2018-11-20
Pixel-Anchor: A Fast Oriented Scene Text Detector with Combined Networks
Yuan LiYuanjie YuZefeng LiYangkun LinMeifang XuJiwei LiXi Zhou
2018-11-19
A Miniaturized Semantic Segmentation Method for Remote Sensing Image
| Shou-Yu ChenGuang-Sheng ChenWei-Peng Jing
2018-10-27
Mask Propagation Network for Video Object Segmentation
Jia SunDongdong YuYinghong LiChanghu Wang
2018-10-24
Bottleneck Supervised U-Net for Pixel-wise Liver and Tumor Segmentation
Song LiGeoffrey Kwok Fai Tso
2018-10-16
SNAP: A semismooth Newton algorithm for pathwise optimization with optimal local convergence rate and oracle properties
Jian HuangYuling JiaoXiliang LuYueyong ShiQinglong Yang
2018-10-09
Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic Segmentation
| Shao-Yuan LoHsueh-Ming HangSheng-Wei ChanJing-Jhih Lin
2018-09-17
OCNet: Object Context Network for Scene Parsing
| Yuhui YuanLang HuangJianyuan GuoChao ZhangXilin ChenJingdong Wang
2018-09-04
Deep Boosting for Image Denoising
Chang ChenZhiwei XiongXinmei TianFeng Wu
2018-09-01
Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection
| Hongmei SongWenguan WangSanyuan ZhaoJianbing ShenKin-Man Lam
2018-09-01
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation
Ruochen FanQibin HouMing-Ming ChengGang YuRalph R. MartinShi-Min Hu
2018-09-01
Single Image Water Hazard Detection using FCN with Reflection Attention Units
| Xiaofeng HanChuong NguyenShaoDi YouJianfeng Lu
2018-09-01
DetNet: Design Backbone for Object Detection
Zeming LiChao PengGang YuXiangyu ZhangYangdong DengJian Sun
2018-09-01
MACNet: Multi-scale Atrous Convolution Networks for Food Places Classification in Egocentric Photo-streams
Md. Mostafa Kamal SarkerHatem A. RashwanEstefania TalaveraSyeda Furruka BanuPetia RadevaDomenec Puig
2018-08-29
Smoothed Dilated Convolutions for Improved Dense Prediction
| Zhengyang WangShuiwang Ji
2018-08-27
Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification
| Junyang LinQi SuPengcheng YangShuming MaXu sun
2018-08-26
Reinforced Evolutionary Neural Architecture Search
| Yukang ChenGaofeng MengQian ZhangShiming XiangChang HuangLisen MuXinggang Wang
2018-08-01
Dermoscopic Image Analysis for ISIC Challenge 2018
Jinyi ZouXiao MaCheng ZhongYao Zhang
2018-07-24
Skin Lesion Segmentation Using Atrous Convolution via DeepLab v3
Yujie WangSimon SunJahow YuDr. Limin Yu
2018-07-24
In pixels we trust: From Pixel Labeling to Object Localization and Scene Categorization
Carlos Herranz-PerdigueroCarolina Redondo-CabreraRoberto J. López-Sastre
2018-07-19
A Dataset of Laryngeal Endoscopic Images with Comparative Study on Convolution Neural Network Based Semantic Segmentation
| Max-Heinrich LavesJens BickerLüder A. KahrsTobias Ortmaier
2018-07-16
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images
Vlad TaranNikita GordienkoYuriy KochuraYuri GordienkoAlexandr RokovyiOleg AlieninSergii Stirenko
2018-06-05
Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi-Supervised Semantic Segmentation
Yunchao WeiHuaxin XiaoHonghui ShiZequn JieJiashi FengThomas S. Huang
2018-06-01
DenseASPP for Semantic Segmentation in Street Scenes
| Maoke YangKun YuChi ZhangZhiwei LiKuiyuan Yang
2018-06-01
Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation
Yunchao WeiHuaxin XiaoHonghui ShiZequn JieJiashi FengThomas S. Huang
2018-05-11
Learning Optical Flow via Dilated Networks and Occlusion Reasoning
Yi ZhuShawn Newsam
2018-05-07
Mapping Road Lanes Using Laser Remission and Deep Neural Networks
Raphael V. CarneiroRafael C. NascimentoRânik GuidoliniVinicius B. CardosoThiago Oliveira-SantosClaudine BadueAlberto F. de Souza
2018-04-27
Vortex Pooling: Improving Context Representation in Semantic Segmentation
Chen-Wei XieHong-Yu ZhouJianxin Wu
2018-04-17
DetNet: A Backbone network for Object Detection
| Zeming LiChao PengGang YuXiangyu ZhangYangdong DengJian Sun
2018-04-17
Multi-scale Neural Networks for Retinal Blood Vessels Segmentation
Boheng ZhangShenglei HuangShaohan Hu
2018-04-11
Exploring Multi-Branch and High-Level Semantic Networks for Improving Pedestrian Detection
Jiale CaoYanwei PangXuelong. Li
2018-04-03
Parallel Grid Pooling for Data Augmentation
| Akito TakekiDaiki IkamiGo IrieKiyoharu Aizawa
2018-03-30
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
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation
| Sachin MehtaMohammad RastegariAnat CaspiLinda ShapiroHannaneh Hajishirzi
2018-03-19
Towards Clinical Diagnosis: Automated Stroke Lesion Segmentation on Multimodal MR Image Using Convolutional Neural Network
Zhiyang LiuChen CaoShuxue DingTong HanHong WuSheng Liu
2018-03-05
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
| Liang-Chieh ChenYukun ZhuGeorge PapandreouFlorian SchroffHartwig Adam
2018-02-07
Densely Dilated Spatial Pooling Convolutional Network using benign loss functions for imbalanced volumetric prostate segmentation
Qiuhua LiuMin FuXinqi GongHao Jiang
2018-01-31
MobileNetV2: Inverted Residuals and Linear Bottlenecks
| Mark SandlerAndrew HowardMenglong ZhuAndrey ZhmoginovLiang-Chieh Chen
2018-01-13
MaskLab: Instance Segmentation by Refining Object Detection with Semantic and Direction Features
Liang-Chieh ChenAlexander HermansGeorge PapandreouFlorian SchroffPeng WangHartwig Adam
2017-12-13
Per-Pixel Feedback for improving Semantic Segmentation
| Aditya Ganeshan
2017-12-07
Deep Extreme Cut: From Extreme Points to Object Segmentation
| Kevis-Kokitsi ManinisSergi CaellesJordi Pont-TusetLuc van Gool
2017-11-24
Receptive Field Block Net for Accurate and Fast Object Detection
| Songtao LiuDi HuangYunhong Wang
2017-11-21
Hello Edge: Keyword Spotting on Microcontrollers
| Yundong ZhangNaveen SudaLiangzhen LaiVikas Chandra
2017-11-20
Computationally efficient cardiac views projection using 3D Convolutional Neural Networks
Matthieu LeJesse Lieman-SifryFelix LauSean SallAlbert HsiaoDaniel Golden
2017-11-03
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks
| Guotai WangWenqi LiSebastien OurselinTom Vercauteren
2017-09-01
Dilated Deep Residual Network for Image Denoising
Tianyang WangMingxuan SunKaoning Hu
2017-08-18
Fast Scene Understanding for Autonomous Driving
| Davy NevenBert de BrabandereStamatios GeorgoulisMarc ProesmansLuc van Gool
2017-08-08
Context-Aware Single-Shot Detector
Wei XiangDong-Qing ZhangHeather YuVassilis Athitsos
2017-07-27
Efficient Yet Deep Convolutional Neural Networks for Semantic Segmentation
| Sharif Amit KamranAli Shihab Sabbir
2017-07-26
Single Image Super-Resolution with Dilated Convolution based Multi-Scale Information Learning Inception Module
| Wuzhen ShiFeng JiangDebin Zhao
2017-07-22
Incorporating Depth into both CNN and CRF for Indoor Semantic Segmentation
Jindong JiangZhijun ZhangYongqian HuangLunan Zheng
2017-05-21
ICNet for Real-Time Semantic Segmentation on High-Resolution Images
| Hengshuang ZhaoXiaojuan QiXiaoyong ShenJianping ShiJiaya Jia
2017-04-27
FastVentricle: Cardiac Segmentation with ENet
Jesse Lieman-SifryMatthieu LeFelix LauSean SallDaniel Golden
2017-04-13
Feature Tracking Cardiac Magnetic Resonance via Deep Learning and Spline Optimization
Davis M. VigneaultWeidi XieDavid A. BluemkeJ. Alison Noble
2017-04-12
Comparison of the Deep-Learning-Based Automated Segmentation Methods for the Head Sectioned Images of the Virtual Korean Human Project
Mohammad EshghiHolger R. RothMasahiro OdaMin Suk ChungKensaku MORI
2017-03-15
Understanding Convolution for Semantic Segmentation
| Panqu WangPengfei ChenYe YuanDing LiuZehua HuangXiaodi HouGarrison Cottrell
2017-02-27
Adversarially Tuned Scene Generation
V. S. R. VeeravasarapuConstantin RothkopfRamesh Visvanathan
2017-01-02
Pyramid Scene Parsing Network
| Hengshuang ZhaoJianping ShiXiaojuan QiXiaogang WangJiaya Jia
2016-12-04
Fast Wavenet Generation Algorithm
| Tom Le PainePooya KhorramiShiyu ChangYang ZhangPrajit RamachandranMark A. Hasegawa-JohnsonThomas S. Huang
2016-11-29
Neural Photo Editing with Introspective Adversarial Networks
| Andrew BrockTheodore LimJ. M. RitchieNick Weston
2016-09-22
STFCN: Spatio-Temporal FCN for Semantic Video Segmentation
| Mohsen FayyazMohammad Hajizadeh SaffarMohammad SabokrouMahmood FathyReinhard kletteFay Huang
2016-08-21
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation
| Adam PaszkeAbhishek ChaurasiaSangpil KimEugenio Culurciello
2016-06-07
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
| Liang-Chieh ChenGeorge PapandreouIasonas KokkinosKevin MurphyAlan L. Yuille
2016-06-02
Multi-Scale Context Aggregation by Dilated Convolutions
| Fisher YuVladlen Koltun
2015-11-23

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