Fully Convolutional Network

Introduced by Shelhamer et al. in Fully Convolutional Networks for Semantic Segmentation

Fully Convolutional Networks, or FCNs, are an architecture used mainly for semantic segmentation. They employ solely locally connected layers, such as convolution, pooling and upsampling. Avoiding the use of dense layers means less parameters (making the networks faster to train). It also means an FCN can work for variable image sizes given all connections are local.

The network consists of a downsampling path, used to extract and interpret the context, and an upsampling path, which allows for localization.

FCNs also employ skip connections to recover the fine-grained spatial information lost in the downsampling path.

Source: Fully Convolutional Networks for Semantic Segmentation

Latest Papers

PAPER DATE
Distribution Conditional Denoising: A Flexible Discriminative Image Denoiser
Anthony Kelly
2020-11-24
FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification
| Zhuo ZhengYanfei ZhongAilong MaLiangpei Zhang
2020-11-11
Detecting small polyps using a Dynamic SSD-GAN
Daniel C. OhrensteinPatrick BrandaoDaniel TothLaurence LovatDanail StoyanovPeter Mountney
2020-10-29
Importance-Aware Semantic Segmentation in Self-Driving with Discrete Wasserstein Training
Xiaofeng LiuYuzhuo HanSong BaiYi GeTianxing WangXu HanSite LiJane YouJu Lu
2020-10-21
Automatic Deep Learning System for COVID-19 Infection Quantification in chest CT
Omar Ibrahim Alirr
2020-10-01
Enhancing the Interpretability of Deep Models in Heathcare Through Attention: Application to Glucose Forecasting for Diabetic People
Maxime De BoisMounîm A. El YacoubiMehdi Ammi
2020-09-08
Real-Time Segmentation of Non-Rigid Surgical Tools based on Deep Learning and Tracking
Luis C. García-Peraza-HerreraWenqi LiCaspar GruijthuijsenAlain DevrekerGeorge AttilakosJan DeprestEmmanuel Vander PoortenDanail StoyanovTom VercauterenSébastien Ourselin
2020-09-07
Co-Saliency Detection with Co-Attention Fully Convolutional Network
Guangshuai GaoWenting ZhaoQingjie LiuYunhong Wang
2020-08-20
Uncertainty Quantification using Variational Inference for Biomedical Image Segmentation
| Abhinav Sagar
2020-08-12
Reinforced Wasserstein Training for Severity-Aware Semantic Segmentation in Autonomous Driving
Xiaofeng LiuYimeng ZhangXiongchang LiuSong BaiSite LiJane You
2020-08-11
Efficient Deep Learning of Non-local Features for Hyperspectral Image Classification
Yu ShenSijie ZhuChen ChenQian DuLiang XiaoJianyu ChenDelu Pan
2020-08-02
Deep Variational Instance Segmentation
Jialin YuanChao ChenLi Fuxin
2020-07-22
Convolutional-network models to predict wall-bounded turbulence from wall quantities
L. GuastoniA. GüemesA. IaniroS. DiscettiP. SchlatterH. AzizpourR. Vinuesa
2020-06-22
FilterNet: A Neighborhood Relationship Enhanced Fully Convolutional Network for Calf Muscle Compartment Segmentation
Zhihui GuoHonghai ZhangZhi ChenEllen van der PlasLaurie GutmannDaniel ThedensPeggy NopoulosMilan Sonka
2020-06-21
Automate Obstructive Sleep Apnea Diagnosis Using Convolutional Neural Networks
Longlong FengXu Wang
2020-06-13
Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification
Neil VaughanBogdan Gabrys
2020-06-11
Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks
Davood KarimiSimon K. WarfieldAli Gholipour
2020-05-30
A Normalized Fully Convolutional Approach to Head and Neck Cancer Outcome Prediction
William LeFrancisco Perdigón RomeroSamuel Kadoury
2020-05-28
Construction of embedded fMRI resting state functional connectivity networks using manifold learning
Ioannis GallosEvangelos GalarisConstantinos Siettos
2020-05-25
MetricUNet: Synergistic Image- and Voxel-Level Learning for Precise CT Prostate Segmentation via Online Sampling
Kelei HeChunfeng LianEhsan AdeliJing HuoYinghuan ShiYang GaoBing ZhangJunfeng ZhangDinggang Shen
2020-05-15
FGN: Fully Guided Network for Few-Shot Instance Segmentation
Zhibo FanJin-Gang YuZhihao LiangJiarong OuChangxin GaoGui-Song XiaYuanqing Li
2020-03-31
Organ Segmentation From Full-size CT Images Using Memory-Efficient FCN
Chenglong WangMasahiro OdaKensaku Mori
2020-03-24
Learning Dynamic Routing for Semantic Segmentation
| Yanwei LiLin SongYukang ChenZeming LiXiangyu ZhangXingang WangJian Sun
2020-03-23
Siamese Box Adaptive Network for Visual Tracking
| Zedu ChenBineng ZhongGuorong LiShengping ZhangRongrong Ji
2020-03-15
Restore from Restored: Video Restoration with Pseudo Clean Video
Seunghwan LeeSeobin ParkDonghyeon ChoJiwon KimTae Hyun Kim
2020-03-09
CPM R-CNN: Calibrating Point-guided Misalignment in Object Detection
Bin ZhuQing SongLu YangZhihui WangChun LiuMengjie Hu
2020-03-07
Fully Convolutional Networks for Automatically Generating Image Masks to Train Mask R-CNN
Hao WuJan Paul Siebert
2020-03-03
Visualizing intestines for diagnostic assistance of ileus based on intestinal region segmentation from 3D CT images
Hirohisa OdaKohei NishioTakayuki KitasakaHizuru AmanoAitaro TakimotoHiroo UchidaKojiro SuzukiHayato ItohMasahiro OdaKensaku Mori
2020-03-03
FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification
| Zhuo ZhengYanfei ZhongAilong MaLiangpei Zhang
2020-02-24
Fully convolutional networks for structural health monitoring through multivariate time series classification
Luca RosafalcoAndrea ManzoniStefano MarianiAlberto Corigliano
2020-02-12
Graph-FCN for image semantic segmentation
Yi LuYaran ChenDongbin ZhaoJianxin Chen
2020-01-02
Transfer Learning for Brain Tumor Segmentation
| Jonas WackerMarcelo LadeiraJosé Eduardo Vaz Nascimento
2019-12-28
Shape Detection In 2D Ultrasound Images
Ruturaj GoleHaixia WuSubho Ghose
2019-11-22
Two-Stream FCNs to Balance Content and Style for Style Transfer
Duc Minh VoAkihiro Sugimoto
2019-11-19
Solving Optimization Problems through Fully Convolutional Networks: an Application to the Travelling Salesman Problem
Zhengxuan LingXinyu TaoYu ZhangXi Chen
2019-10-27
Unified Multi-scale Feature Abstraction for Medical Image Segmentation
Xi FangBo DuSheng XuBradford J. WoodPingkun Yan
2019-10-24
Musical Instrument Playing Technique Detection Based on FCN: Using Chinese Bowed-Stringed Instrument as an Example
| Zehao WangJingru LiXiaoou ChenZijin LiShicheng ZhangBaoqiang HanDeshun Yang
2019-10-20
Intracranial Hemorrhage Segmentation Using Deep Convolutional Model
Murtadha D. HssayeniM. S.Muayad S. CroockPh. D.Aymen Al-AniPh. D.Hassan Falah Al-khafajiM. D.Zakaria A. YahyaM. D.Behnaz GhoraaniPh. D
2019-10-18
Deep Multiphase Level Set for Scene Parsing
Pingping ZhangWei LiuYinjie LeiHongyu WangHuchuan Lu
2019-10-08
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network
Yice CaoYan WuPeng ZhangWenkai LiangMing Li
2019-09-29
Persian Signature Verification using Fully Convolutional Networks
Mohammad RezaeiNader Naderi
2019-09-20
Exploring Reciprocal Attention for Salient Object Detection by Cooperative Learning
Changqun XiaJia LiJinming SuYonghong Tian
2019-09-18
Real-time Multi-target Path Prediction and Planning for Autonomous Driving aided by FCN
Hongtu ZhouXinneng YangEnwei ZhangJunqiao ZhaoLewen CaiChen YeYan Wu
2019-09-17
Masking Salient Object Detection, a Mask Region-based Convolutional Neural Network Analysis for Segmentation of Salient Objects
Bruno A. KrinskiDaniel V. RuizGuilherme Z. MachadoEduardo Todt
2019-09-17
A Resource-Efficient Embedded Iris Recognition System Using Fully Convolutional Networks
| Hokchhay TannHeng ZhaoSherief Reda
2019-09-08
Distance transform regression for spatially-aware deep semantic segmentation
Nicolas AudebertAlexandre BoulchBertrand Le SauxSébastien Lefèvre
2019-09-04
Detecting floodwater on roadways from image data with handcrafted features and deep transfer learning
Cem SazaraMecit CetinKhan M. Iftekharuddin
2019-08-31
DeepDistance: A Multi-task Deep Regression Model for Cell Detection in Inverted Microscopy Images
Can Fahrettin KoyuncuGozde Nur GunesliRengul Cetin-AtalayCigdem Gunduz-Demir
2019-08-29
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image
| Fu XiongBoshen ZhangYang XiaoZhiguo CaoTaidong YuJoey Tianyi ZhouJunsong Yuan
2019-08-27
SFSegNet: Parse Freehand Sketches using Deep Fully Convolutional Networks
Junkun JiangRuomei WangShujin LinFei Wang
2019-08-15
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image Segmentation
| Balamurali MurugesanKaushik SarveswaranSharath M ShankaranarayanaKeerthi RamJayaraj JosephMohanasankar Sivaprakasam
2019-08-14
LIP: Local Importance-based Pooling
| Ziteng GaoLimin WangGangshan Wu
2019-08-12
Kidney and Kidney Tumor Segmentation using a Logical Ensemble of U-nets with Volumetric Validation
Jamie A. O'ReillyManas SangworasilTakenobu Matsuura
2019-08-07
Edge-guided Non-local Fully Convolutional Network for Salient Object Detection
Zhengzheng TuYan MaChenglong LiJin TangBin Luo
2019-08-07
Neural Blind Deconvolution Using Deep Priors
| Dongwei RenKai ZhangQilong WangQinghua HuWangmeng Zuo
2019-08-06
Learning Local Feature Descriptor with Motion Attribute for Vision-based Localization
Yafei SongDi ZhuJia LiYonghong TianMingyang Li
2019-08-03
Automated Lesion Detection by Regressing Intensity-Based Distance with a Neural Network
Kimberlin M. H. van WijnenFlorian DubostPinar YilmazM. Arfan IkramWiro J. NiessenHieab AdamsMeike W. VernooijMarleen de Bruijne
2019-07-29
Self-Adaptive 2D-3D Ensemble of Fully Convolutional Networks for Medical Image Segmentation
Maria G. Baldeon CalistoSusana K. Lai-Yuen
2019-07-26
FD-FCN: 3D Fully Dense and Fully Convolutional Network for Semantic Segmentation of Brain Anatomy
Binbin YangWeiwei Zhang
2019-07-22
An Adaptive Approach for Anomaly Detector Selection and Fine-Tuning in Time Series
Hui YeXiaopeng MaQingfeng PanHuaqiang FangHang XiangTongzhen Shao
2019-07-18
Finding the Needle in the Haystack with Convolutions: on the benefits of architectural bias
Stéphane d'AscoliLevent SagunJoan BrunaGiulio Biroli
2019-06-16
Grid R-CNN Plus: Faster and Better
| Xin LuBuyu LiYuxin YueQuanquan LiJunjie Yan
2019-06-13
Deep Face Recognition Model Compression via Knowledge Transfer and Distillation
Jayashree KarlekarJiashi FengZi Sian WongSugiri Pranata
2019-06-03
Co-Occurrent Features in Semantic Segmentation
| Hang Zhang Han Zhang Chenguang Wang Junyuan Xie
2019-06-01
Attentive Feedback Network for Boundary-Aware Salient Object Detection
| Mengyang Feng Huchuan Lu Errui Ding
2019-06-01
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation
Xuhua RenLichi ZhangSahar AhmadDong NieFan YangLei XiangQian WangDinggang Shen
2019-05-21
fiction: An Open Source Framework for the Design of Field-coupled Nanocomputing Circuits
Marcel WalterRobert WilleFrank Sill TorresDaniel GroßeRolf Drechsler
2019-05-07
Automated Segmentation of Lesions in Ultrasound Using Semi-pixel-wise Cycle Generative Adversarial Nets
Jie XingZheren LiBiyuan WangBingbin YuFarhad G. ZanjaniAiwen ZhengRemco DuitsTao Tan
2019-05-06
Embedding Structured Contour and Location Prior in Siamesed Fully Convolutional Networks for Road Detection
Qi WangJunyu GaoYuan Yuan
2019-05-05
Deep Bayesian Convolutional Networks with Many Channels are Gaussian Processes
Roman NovakLechao XiaoYasaman BahriJaehoon LeeGreg YangDaniel A. AbolafiaJeffrey PenningtonJascha Sohl-dickstein
2019-05-01
Box-driven Class-wise Region Masking and Filling Rate Guided Loss for Weakly Supervised Semantic Segmentation
Chunfeng SongYan HuangWanli OuyangLiang Wang
2019-04-26
Convolutional Temporal Attention Model for Video-based Person Re-identification
Tanzila RahmanMrigank RochanYang Wang
2019-04-09
DeepCenterline: a Multi-task Fully Convolutional Network for Centerline Extraction
Zhihui GuoJunjie BaiYi LuXin WangKunlin CaoQi SongMilan SonkaYoubing Yin
2019-03-25
Real time backbone for semantic segmentation
Zhengeng YangHongshan YuQiang FuWei SunWenyan JiaMingui SunZhi-Hong Mao
2019-03-16
Frustum ConvNet: Sliding Frustums to Aggregate Local Point-Wise Features for Amodal 3D Object Detection
| Zhixin WangKui Jia
2019-03-05
Toward Achieving Robust Low-Level and High-Level Scene Parsing
| Bing ShuaiHenghui DingTing LiuGang WangXudong Jiang
2019-03-01
Insights into LSTM Fully Convolutional Networks for Time Series Classification
| Fazle KarimSomshubra MajumdarHoushang Darabi
2019-02-27
Automatic Lesion Boundary Segmentation in Dermoscopic Images with Ensemble Deep Learning Methods
Manu GoyalAmanda OakleyPriyanka BansalDarren DanceyMoi Hoon Yap
2019-02-02
Joint shape learning and segmentation for medical images using a minimalistic deep network
Balamurali MurugesanKaushik SarveswaranSharath M ShankaranarayanaKeerthi RamMohanasankar Sivaprakasam
2019-01-25
Multi-stream CNN based Video Semantic Segmentation for Automated Driving
Ganesh SistuSumanth ChennupatiSenthil Yogamani
2019-01-08
Brain segmentation based on multi-atlas guided 3D fully convolutional network ensembles
Jiong WuXiaoying Tang
2019-01-05
Multi-column Point-CNN for Sketch Segmentation
Fei WangShujin LinHanhui LiHefeng WuJunkun JiangRuomei WangXiaonan Luo
2018-12-28
Grid R-CNN
| Xin LuBuyu LiYuxin YueQuanquan LiJunjie Yan
2018-11-29
Recognizing Partial Biometric Patterns
Lingxiao HeZhenan SunYuhao ZhuYunbo Wang
2018-10-17
Bayesian Deep Convolutional Networks with Many Channels are Gaussian Processes
Roman NovakLechao XiaoJaehoon LeeYasaman BahriGreg YangJiri HronDaniel A. AbolafiaJeffrey PenningtonJascha Sohl-Dickstein
2018-10-11
Part-Level Convolutional Neural Networks for Pedestrian Detection Using Saliency and Boundary Box Alignment
| Inyong YunCheolkon JungXinran WangAlfred O HeroJoongkyu Kim
2018-10-01
Boundary-guided Feature Aggregation Network for Salient Object Detection
Yunzhi ZhugePingping ZhangHuchuan Lu
2018-09-28
Improving Myocardium Segmentation in Cardiac CT Angiography using Spectral Information
Steffen BrunsJelmer M. WolterinkRobbert W. van HamersveltMajd ZreikTim LeinerIvana Išgum
2018-09-27
LIDAR-Camera Fusion for Road Detection Using Fully Convolutional Neural Networks
| Luca CaltagironeMauro BelloneLennart SvenssonMattias Wahde
2018-09-21
Recent progress in semantic image segmentation
Xiaolong LiuZhidong DengYuhan Yang
2018-09-20
Keypoint Based Weakly Supervised Human Parsing
Zhonghua WuGuosheng LinJianfei Cai
2018-09-14
Dual Attention Network for Scene Segmentation
| Jun FuJing LiuHaijie TianYong LiYongjun BaoZhiwei FangHanqing Lu
2018-09-09
Deep Smoke Segmentation
Feiniu YuanLin ZhangXue XiaBoyang WanQinghua HuangXuelong Li
2018-09-04
Robust Iris Segmentation Based on Fully Convolutional Networks and Generative Adversarial Networks
Cides S. BezerraRayson LarocaDiego R. LucioEvair SeveroLucas F. OliveiraAlceu S. Britto Jr.David Menotti
2018-09-04
PanoRoom: From the Sphere to the 3D Layout
Clara Fernandez-LabradorJose M. FacilAlejandro Perez-YusCedric DemonceauxJose J. Guerrero
2018-08-29
Automatic 3D bi-ventricular segmentation of cardiac images by a shape-refined multi-task deep learning approach
Jinming DuanGhalib BelloJo SchlemperWenjia BaiTimothy J W DawesCarlo BiffiAntonio de MarvaoGeorgia DoumouDeclan P O'ReganDaniel Rueckert
2018-08-26
A study on speech enhancement using exponent-only floating point quantized neural network (EOFP-QNN)
Yi-Te HsuYu-Chen LinSzu-Wei FuYu TsaoTei-Wei Kuo
2018-08-17
Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains
| Thach Le NguyenSeverin GsponerIulia IlieGeorgiana Ifrim
2018-08-12
Ensemble of Multi-sized FCNs to Improve White Matter Lesion Segmentation
Zhewei WangCharles D. SmithJundong Liu
2018-07-24
Region Convolutional Features for Multi-Label Remote Sensing Image Retrieval
Weixun ZhouXueqing DengZhenfeng Shao
2018-07-23
Improving Automatic Skin Lesion Segmentation using Adversarial Learning based Data Augmentation
Lei BiDagan FengJinman Kim
2018-07-23
Sem-GAN: Semantically-Consistent Image-to-Image Translation
Anoop CherianAlan Sullivan
2018-07-12
Efficient identification, localization and quantification of grapevine inflorescences in unprepared field images using Fully Convolutional Networks
Robert RudolphKatja HerzogReinhard TöpferVolker Steinhage
2018-07-10
A Pulmonary Nodule Detection Model Based on Progressive Resolution and Hierarchical Saliency
Junjie ZhangYong XiaYanning Zhang
2018-07-02
Fully Convolutional Networks and Generative Adversarial Networks Applied to Sclera Segmentation
Diego R. LucioRayson LarocaEvair SeveroAlceu S. Britto Jr.David Menotti
2018-06-22
Star Shape Prior in Fully Convolutional Networks for Skin Lesion Segmentation
Zahra MirikharajiGhassan Hamarneh
2018-06-21
IVUS-Net: An Intravascular Ultrasound Segmentation Network
| Ji YangLin TongMehdi FarajiAnup Basu
2018-06-10
3D FCN Feature Driven Regression Forest-Based Pancreas Localization and Segmentation
Masahiro OdaNatsuki ShimizuHolger R. RothKen'ichi KarasawaTakayuki KitasakaKazunari MisawaMichitaka FujiwaraDaniel RueckertKensaku Mori
2018-06-08
PatchFCN for Intracranial Hemorrhage Detection
Weicheng KuoChristian HäneEsther YuhPratik MukherjeeJitendra Malik
2018-06-08
Conditional Generative Adversarial Network for Structured Domain Adaptation
Weixiang HongZhenzhen WangMing YangJunsong Yuan
2018-06-01
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection
Guanbin LiYuan XieTianhao WeiKeze WangLiang Lin
2018-06-01
Dynamic Feature Learning for Partial Face Recognition
Lingxiao HeHaiqing LiQi ZhangZhenan Sun
2018-06-01
Knowledge-based Fully Convolutional Network and Its Application in Segmentation of Lung CT Images
Tao YuYu QiaoHuan Long
2018-05-22
Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks
Yujing SunYizhou YuWenping Wang
2018-05-08
RiFCN: Recurrent Network in Fully Convolutional Network for Semantic Segmentation of High Resolution Remote Sensing Images
Lichao MouXiao Xiang Zhu
2018-05-05
Lidar Cloud Detection with Fully Convolutional Networks
Erol CromwellDonna Flynn
2018-05-02
Beyond Trade-off: Accelerate FCN-based Face Detector with Higher Accuracy
Guanglu SongYu LiuMing JiangYujie WangJunjie YanBiao Leng
2018-04-14
Context Encoding for Semantic Segmentation
| Hang ZhangKristin DanaJianping ShiZhongyue ZhangXiaogang WangAmbrish TyagiAmit Agrawal
2018-03-23
Weakly Supervised Object Localization on grocery shelves using simple FCN and Synthetic Dataset
Srikrishna VaradarajanMuktabh Mayank Srivastava
2018-03-19
White matter hyperintensity segmentation from T1 and FLAIR images using fully convolutional neural networks enhanced with residual connections
Dakai JinZiyue XuAdam P. HarrisonDaniel J. Mollura
2018-03-19
An application of cascaded 3D fully convolutional networks for medical image segmentation
| Holger R. RothHirohisa OdaXiangrong ZhouNatsuki ShimizuYing YangYuichiro HayashiMasahiro OdaMichitaka FujiwaraKazunari MisawaKensaku Mori
2018-03-14
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers
Mahendra KhenedVarghese Alex KollerathuGanapathy Krishnamurthi
2018-01-16
Deep Spatial Feature Reconstruction for Partial Person Re-identification: Alignment-Free Approach
Lingxiao HeJian LiangHaiqing LiZhenan Sun
2018-01-03
SFCN-OPI: Detection and Fine-grained Classification of Nuclei Using Sibling FCN with Objectness Prior Interaction
Yanning ZhouQi DouHao ChenJing QinPheng-Ann Heng
2017-12-22
Fully Automatic Segmentation of Lumbar Vertebrae from CT Images using Cascaded 3D Fully Convolutional Networks
Rens JanssensGuodong ZengGuoyan Zheng
2017-12-05
Towards dense volumetric pancreas segmentation in CT using 3D fully convolutional networks
Holger RothMasahiro OdaNatsuki ShimizuHirohisa OdaYuichiro HayashiTakayuki KitasakaMichitaka FujiwaraKazunari MisawaKensaku Mori
2017-11-17
Automated cardiovascular magnetic resonance image analysis with fully convolutional networks
| Wenjia BaiMatthew SinclairGiacomo TarroniOzan OktayMartin RajchlGhislain VaillantAaron M. LeeNay AungElena LukaschukMihir M. SanghviFilip ZemrakKenneth FungJose Miguel PaivaValentina CarapellaYoung Jin KimHideaki SuzukiBernhard KainzPaul M. MatthewsSteffen E. PetersenStefan K. PiechnikStefan NeubauerBen GlockerDaniel Rueckert
2017-10-25
Adversarial Deep Structured Nets for Mass Segmentation from Mammograms
Wentao ZhuXiang XiangTrac D. TranGregory D. HagerXiaohui Xie
2017-10-24
Towards Automatic Abdominal Multi-Organ Segmentation in Dual Energy CT using Cascaded 3D Fully Convolutional Network
Shuqing ChenHolger RothSabrina DornMatthias MayAlexander CavallaroMichael M. LellMarc KachelrießHirohisa OdaKensaku MoriAndreas Maier
2017-10-15
Cystoid macular edema segmentation of Optical Coherence Tomography images using fully convolutional neural networks and fully connected CRFs
Fangliang BaiManuel J. MarquesStuart J. Gibson
2017-09-15
End-to-End Waveform Utterance Enhancement for Direct Evaluation Metrics Optimization by Fully Convolutional Neural Networks
Szu-Wei FuTao-Wei WangYu TsaoXugang LuHisashi Kawai
2017-09-12
UI-Net: Interactive Artificial Neural Networks for Iterative Image Segmentation Based on a User Model
Mario AmrehnSven GaubeMathias UnberathFrank SchebeschTim HorzMaddalena StrumiaStefan SteidlMarkus KowarschikAndreas Maier
2017-09-11
One-Shot Learning for Semantic Segmentation
| Amirreza ShabanShray BansalZhen LiuIrfan EssaByron Boots
2017-09-11
Segmentation and Classification of Cine-MR Images Using Fully Convolutional Networks and Handcrafted Features
M. Hossein EybposhMohammad Haghir Ebrahim-AbadiMohammad Jalilpour-MonesiSeyed Saman Saboksayr
2017-09-08
Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN)
Ronald SalloumYuzhuo RenC. -C. Jay Kuo
2017-09-06
Gaussian Filter in CRF Based Semantic Segmentation
Yichi GuQisheng WuJing LiKai Cheng
2017-09-02
Single Shot Text Detector with Regional Attention
| Pan HeWeilin HuangTong HeQile ZhuYu QiaoXiaolin Li
2017-09-01
Joint Multi-Person Pose Estimation and Semantic Part Segmentation
Fangting XiaPeng WangXianjie ChenAlan Yuille
2017-08-10
Document Image Binarization with Fully Convolutional Neural Networks
Chris TensmeyerTony Martinez
2017-08-10
PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN
Hanwang ZhangZawlin KyawJinyang YuShih-Fu Chang
2017-08-07
Fully Convolutional Networks for Diabetic Foot Ulcer Segmentation
Manu GoyalNeil D. ReevesSatyan RajbhandariJennifer SpraggMoi Hoon Yap
2017-08-06
FCN-rLSTM: Deep Spatio-Temporal Neural Networks for Vehicle Counting in City Cameras
| Shanghang ZhangGuanhang WuJoão P. CosteiraJosé M. F. Moura
2017-07-29
Deep Interactive Region Segmentation and Captioning
Ali Sharifi BoroujerdiMaryam KhanianMichael Breuss
2017-07-26
Beyond Forward Shortcuts: Fully Convolutional Master-Slave Networks (MSNets) with Backward Skip Connections for Semantic Segmentation
Abrar H. AbdulnabiStefan WinklerGang Wang
2017-07-18
Neuron Segmentation Using Deep Complete Bipartite Networks
Jianxu ChenSreya BanerjeeAbhinav GramaWalter J. ScheirerDanny Z. Chen
2017-05-31
A deep level set method for image segmentation
Min TangSepehr ValipourZichen Vincent ZhangDana CobzasMartinJagersand
2017-05-17
Efficient and Scalable View Generation from a Single Image using Fully Convolutional Networks
Sung-Ho BaeMohamed ElgharibMohamed HefeedaWojciech Matusik
2017-05-10
Multimodal MRI brain tumor segmentation using random forests with features learned from fully convolutional neural network
Mohammadreza SoltaninejadLei ZhangTryphon LambrouNigel AllinsonXujiong Ye
2017-04-26
Hierarchical 3D fully convolutional networks for multi-organ segmentation
| Holger R. RothHirohisa OdaYuichiro HayashiMasahiro OdaNatsuki ShimizuMichitaka FujiwaraKazunari MisawaKensaku Mori
2017-04-21
FastVentricle: Cardiac Segmentation with ENet
Jesse Lieman-SifryMatthieu LeFelix LauSean SallDaniel Golden
2017-04-13
Understanding Traffic Density from Large-Scale Web Camera Data
| Shanghang ZhangGuanhang WuJoão P. CosteiraJosé M. F. Moura
2017-03-17
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
Fast LIDAR-based Road Detection Using Fully Convolutional Neural Networks
Luca CaltagironeSamuel ScheideggerLennart SvenssonMattias Wahde
2017-03-10
Raw Waveform-based Speech Enhancement by Fully Convolutional Networks
Szu-Wei FuYu TsaoXugang LuHisashi Kawai
2017-03-07
Looking at Outfit to Parse Clothing
| Pongsate TangsengZhipeng WuKota Yamaguchi
2017-03-04
3D Shape Segmentation via Shape Fully Convolutional Networks
Pengyu WangYuan GanPanpan ShuiFenggen YuYan ZhangSongle ChenZhengxing Sun
2017-02-28
Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks
| Patrick Ferdinand ChristFlorian EttlingerFelix GrünMohamed Ezzeldin A. ElshaeraJana LipkovaSebastian SchlechtFreba AhmaddySunil TatavartyMarc BickelPatrick BilicMarkus RempflerFelix HofmannMelvin D AnastasiSeyed-Ahmad AhmadiGeorgios KaissisJulian HolchWieland SommerRickmer BrarenVolker HeinemannBjoern Menze
2017-02-20
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation
Michal DrozdzalGabriel ChartrandEugene VorontsovLisa Di JorioAn TangAdriana RomeroYoshua BengioChris PalSamuel Kadoury
2017-02-16
Deep Learning for ECG Classification
| Boris PyakillyaNatasha KazachenkoNick Mikhailovsky
2017-01-01
Automatic labeling of molecular biomarkers of whole slide immunohistochemistry images using fully convolutional networks
Fahime SheikhzadehMartial GuillaudRabab K. Ward
2016-12-30
Globally Optimal Object Tracking with Fully Convolutional Networks
Jinho LeeBrian Kenji IwanaShouta IdeSeiichi Uchida
2016-12-25
Adversarial Deep Structural Networks for Mammographic Mass Segmentation
| Wentao ZhuXiang XiangTrac D. TranXiaohui Xie
2016-12-18
3D Shape Segmentation with Projective Convolutional Networks
| Evangelos KalogerakisMelinos AverkiouSubhransu MajiSiddhartha Chaudhuri
2016-12-08
From Motion Blur to Motion Flow: a Deep Learning Solution for Removing Heterogeneous Motion Blur
Dong GongJie YangLingqiao LiuYanning ZhangIan ReidChunhua ShenAnton van den HengelQinfeng Shi
2016-12-08
Pyramid Scene Parsing Network
| Hengshuang ZhaoJianping ShiXiaojuan QiXiaogang WangJiaya Jia
2016-12-04
Training Bit Fully Convolutional Network for Fast Semantic Segmentation
He WenShuchang ZhouZhe LiangYuxiang ZhangDieqiao FengXinyu ZhouCong Yao
2016-12-01
Improving Fully Convolution Network for Semantic Segmentation
Bing ShuaiTing LiuGang Wang
2016-11-28
Deeply supervised salient object detection with short connections
Qibin HouMing-Ming ChengXiao-Wei HuAli BorjiZhuowen TuPhilip Torr
2016-11-15
Can fully convolutional networks perform well for general image restoration problems?
Subhajit ChaudhuryHiya Roy
2016-11-14
Chinese/English mixed Character Segmentation as Semantic Segmentation
Huabin ZhengJingyu WangZhengjie HuangYang YangRong Pan
2016-11-07
Automatic Liver and Lesion Segmentation in CT Using Cascaded Fully Convolutional Neural Networks and 3D Conditional Random Fields
| Patrick Ferdinand ChristMohamed Ezzeldin A. ElshaerFlorian EttlingerSunil TatavartyMarc BickelPatrick BilicMarkus RempflerMarco ArmbrusterFelix HofmannMelvin D'AnastasiWieland H. SommerSeyed-Ahmad AhmadiBjoern H. Menze
2016-10-07
PCA-aided Fully Convolutional Networks for Semantic Segmentation of Multi-channel fMRI
Lei TaiHaoyang YeQiong YeMing Liu
2016-10-06
On the usability of deep networks for object-based image analysis
Nicolas AudebertBertrand Le SauxSébastien Lefèvre
2016-09-22
A Multi-Scale Cascade Fully Convolutional Network Face Detector
Zhenheng YangRam Nevatia
2016-09-12
Deep-Anomaly: Fully Convolutional Neural Network for Fast Anomaly Detection in Crowded Scenes
Mohammad SabokrouMohsen FayyazMahmood FathyZahra MoayeddReinhard klette
2016-09-03
The Importance of Skip Connections in Biomedical Image Segmentation
| Michal DrozdzalEugene VorontsovGabriel ChartrandSamuel KadouryChris Pal
2016-08-14
A Coarse-to-Fine Indoor Layout Estimation (CFILE) Method
Yuzhuo RenChen ChenShangwen LiC. -C. Jay Kuo
2016-07-03
Fully Convolutional Networks for Dense Semantic Labelling of High-Resolution Aerial Imagery
Jamie Sherrah
2016-06-08
Recurrent Fully Convolutional Networks for Video Segmentation
Sepehr ValipourMennatullah SiamMartin JagersandNilanjan Ray
2016-06-01
Convolutional Random Walk Networks for Semantic Image Segmentation
Gedas BertasiusLorenzo TorresaniStella X. YuJianbo Shi
2016-05-24
Fully Convolutional Networks for Semantic Segmentation
| Evan ShelhamerJonathan LongTrevor Darrell
2016-05-20
Conditional Random Fields as Recurrent Neural Networks
| Shuai ZhengSadeep JayasumanaBernardino Romera-ParedesVibhav VineetZhizhong SuDalong DuChang HuangPhilip H. S. Torr
2015-02-11

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