U-Net

Introduced by Ronneberger et al. in U-Net: Convolutional Networks for Biomedical Image Segmentation

U-Net is an architecture for semantic segmentation. It consists of a contracting path and an expansive path. The contracting path follows the typical architecture of a convolutional network. It consists of the repeated application of two 3x3 convolutions (unpadded convolutions), each followed by a rectified linear unit (ReLU) and a 2x2 max pooling operation with stride 2 for downsampling. At each downsampling step we double the number of feature channels. Every step in the expansive path consists of an upsampling of the feature map followed by a 2x2 convolution (“up-convolution”) that halves the number of feature channels, a concatenation with the correspondingly cropped feature map from the contracting path, and two 3x3 convolutions, each followed by a ReLU. The cropping is necessary due to the loss of border pixels in every convolution. At the final layer a 1x1 convolution is used to map each 64-component feature vector to the desired number of classes. In total the network has 23 convolutional layers.

Source: U-Net: Convolutional Networks for Biomedical Image Segmentation

Latest Papers

PAPER DATE
Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization
Tawsifur RahmanAmith KhandakarMuhammad Abdul KadirKhandaker R. IslamKhandaker F. IslamRashid MazharTahir HamidMohammad T. IslamZaid B. MahbubMohamed Arselene AyariMuhammad E. H. Chowdhury
2020-07-29
Multimodal Spatial Attention Module for Targeting Multimodal PET-CT Lung Tumor Segmentation
Xiaohang FuLei BiAshnil KumarMichael FulhamJinman Kim
2020-07-29
Extending LOUPE for K-space Under-sampling Pattern Optimization in Multi-coil MRI
Jinwei ZhangHang ZhangAlan WangQihao ZhangMert SabuncuPascal SpincemailleThanh D. NguyenYi Wang
2020-07-28
MACU-Net Semantic Segmentation from High-Resolution Remote Sensing Images
Rui LiChenxi DuanShunyi Zheng
2020-07-26
A deep learning based multiscale approach to segment cancer area in liver whole slide image
Yanbo FengAdel HafianeHélène Laurent
2020-07-25
The Case for Strong Scaling in Deep Learning: Training Large 3D CNNs with Hybrid Parallelism
Yosuke OyamaNaoya MaruyamaNikoli DrydenErin McCarthyPeter HarringtonJan BalewskiSatoshi MatsuokaPeter NugentBrian Van Essen
2020-07-25
An LSTM Approach to Temporal 3D Object Detection in LiDAR Point Clouds
Rui HuangWanyue ZhangAbhijit KunduCaroline PantofaruDavid A RossThomas FunkhouserAlireza Fathi
2020-07-24
COVID TV-UNet: Segmenting COVID-19 Chest CT Images Using Connectivity Imposed U-Net
Narges SaeedizadehShervin MinaeeRahele KafiehShakib YazdaniMilan Sonka
2020-07-24
A weakly supervised registration-based framework for prostate segmentation via the combination of statistical shape model and CNN
Chunxia QinXiaojun ChenJocelyne Troccaz
2020-07-23
Greenhouse Segmentation on High-Resolution Optical Satellite Imagery using Deep Learning Techniques
Orkhan BaghirliImran IbrahimliTarlan Mammadzada
2020-07-22
Dense Hybrid Recurrent Multi-view Stereo Net with Dynamic Consistency Checking
Jianfeng YanZizhuang WeiHongwei YiMingyu DingRunze ZhangYisong ChenGuoping WangYu-Wing Tai
2020-07-21
SLNSpeech: solving extended speech separation problem by the help of sign language
Jiasong WuTaotao LiYouyong KongGuanyu YangLotfi SenhadjiHuazhong Shu
2020-07-21
Cross-View Image Synthesis with Deformable Convolution and Attention Mechanism
Hao DingSongsong WuHao TangFei WuGuangwei GaoXiao-Yuan Jing
2020-07-20
A Gated and Bifurcated Stacked U-Net Module for Document Image Dewarping
| Hmrishav BandyopadhyayTanmoy DasguptaNibaran DasMita Nasipuri
2020-07-20
U-Net Based Architecture for an Improved Multiresolution Segmentation in Medical Images
Simindokht JahangardMohammad Hossein ZangooeiMaysam Shahedi
2020-07-16
Suppress and Balance: A Simple Gated Network for Salient Object Detection
| Xiaoqi ZhaoYouwei PangLihe ZhangHuchuan LuLei Zhang
2020-07-16
DeU-Net: Deformable U-Net for 3D Cardiac MRI Video Segmentation
Shunjie DongJinlong ZhaoMaojun ZhangZhengxue ShiJianing DengYiyu ShiMei TianCheng Zhuo
2020-07-13
Landslide Segmentation with U-Net: Evaluating Different Sampling Methods and Patch Sizes
Lucas P. SoaresHelen C. DiasCarlos H. Grohmann
2020-07-13
Automatic Segmentation of Non-Tumor Tissues in Glioma MR Brain Images Using Deformable Registration with Partial Convolutional Networks
Zhongqiang Liu
2020-07-10
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contexts
Nabeel Seedat
2020-07-08
Deep Placental Vessel Segmentation for Fetoscopic Mosaicking
Sophia BanoFrancisco VasconcelosLuke M. ShepherdEmmanuel Vander PoortenTom VercauterenSebastien OurselinAnna L. DavidJan DeprestDanail Stoyanov
2020-07-08
Automatic semantic segmentation for prediction of tuberculosis using lens-free microscopy images
Dennis Núñez-FernándezLamberto BallanGabriel Jiménez-AvalosJorge CoronelMirko Zimic
2020-07-06
MSA-MIL: A deep residual multiple instance learning model based on multi-scale annotation for classification and visualization of glomerular spikes
Yilin ChenMing LiYongfei WuXueyu LiuFang HaoDaoxiang ZhouXiaoshuang ZhouChen Wang
2020-07-02
BiO-Net: Learning Recurrent Bi-directional Connections for Encoder-Decoder Architecture
| Tiange XiangChaoyi ZhangDongnan LiuYang SongHeng HuangWeidong Cai
2020-07-01
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation
William Adorno IIIAngela YiMarcel DurieuxDonald Brown
2020-06-30
Interactive Deep Refinement Network for Medical Image Segmentation
Titinunt KitrungrotsakulIwamoto YutaroLanfen LinRuofeng TongJingsong LiYen-Wei Chen
2020-06-27
Deep Residual 3D U-Net for Joint Segmentation and Texture Classification of Nodules in Lung
Alexandr G. Rassadin
2020-06-25
Malignancy-Aware Follow-Up Volume Prediction for Lung Nodules
Yamin LiJiancheng YangYi XuJingwei XuXiaodan YeGuangyu TaoXueqian XieGuixue Liu
2020-06-24
Flexible Image Denoising with Multi-layer Conditional Feature Modulation
| Jiazhi DuXin QiaoZifei YanHongzhi ZhangWangmeng Zuo
2020-06-24
Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net
| Dominik MüllerIñaki Soto ReyFrank Kramer
2020-06-24
Joint Left Atrial Segmentation and Scar Quantification Based on a DNN with Spatial Encoding and Shape Attention
Lei LiXin WengJulia A. SchnabelXiahai Zhuang
2020-06-23
Automated Detection of COVID-19 from CT Scans Using Convolutional Neural Networks
Rohit LokwaniAshrika GaikwadViraj KulkarniAniruddha PantAmit Kharat
2020-06-23
Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation
Yixin WangYao ZhangYang LiuJiang TianCheng ZhongZhongchao ShiYang ZhangZhiqiang He
2020-06-23
HookNet: multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide images
Mart van RijthovenMaschenka BalkenholKarina SiliņaJeroen van der LaakFrancesco Ciompi
2020-06-22
DS6: Deformation-aware learning for small vessel segmentation with small, imperfectly labeled dataset
Soumick ChatterjeeKartik PrabhuMahantesh PattadkalGerda BortsovaFlorian DubostHendrik MatternMarleen de BruijneOliver SpeckAndreas Nürnberger
2020-06-18
Adversarial representation learning for private speech generation
| David EricssonAdam ÖstbergEdvin Listo ZecJohn MartinssonOlof Mogren
2020-06-16
COVID-CXNet: Detecting COVID-19 in Frontal Chest X-ray Images using Deep Learning
| Arman HaghanifarMahdiyar Molahasani MajdabadiYounhee ChoiS. DeivalakshmiSeokbum Ko
2020-06-16
Geo-PIFu: Geometry and Pixel Aligned Implicit Functions for Single-view Human Reconstruction
| Tong HeJohn CollomosseHailin JinStefano Soatto
2020-06-15
A study of the effect of the illumination model on the generation of synthetic training datasets
Xin ZhangNing JiaIoannis Ivrissimtzis
2020-06-15
DSU-net: Dense SegU-net for automatic head-and-neck tumor segmentation in MR images
Pin TangChen ZuMei HongRui YanXingchen PengJianghong XiaoXi WuJiliu ZhouLuping ZhouYan Wang
2020-06-11
Breaking the Limits of Remote Sensing by Simulation and Deep Learning for Flood and Debris Flow Mapping
Naoto YokoyaKazuki YamanoiWei HeGerald BaierBruno AdrianoHiroyuki MiuraSatoru Oishi
2020-06-09
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations
| Jeya Maria JoseVishwanath SindagiIlker HacihalilogluVishal M. Patel
2020-06-08
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation
| Debesh JhaMichael A. RieglerDag JohansenPål HalvorsenHåvard D. Johansen
2020-06-08
A Comparative Study of U-Net Topologies for Background Removal in Histopathology Images
Abtin RiasatianMaral RasoolijaberiMorteza BabaeiH. R. Tizhoosh
2020-06-08
VQVC+: One-Shot Voice Conversion by Vector Quantization and U-Net architecture
Da-Yi WuYen-Hao ChenHung-Yi Lee
2020-06-07
Deep Octree-based CNNs with Output-Guided Skip Connections for 3D Shape and Scene Completion
Peng-Shuai WangYang LiuXin Tong
2020-06-06
Segmentation of Surgical Instruments for Minimally-Invasive Robot-Assisted Procedures Using Generative Deep Neural Networks
Iñigo Azqueta-GavaldonFlorian FröhlichKlaus StroblRudolph Triebel
2020-06-05
MSDU-net: A Multi-Scale Dilated U-net for Blur Detection
Fan YangXiao Xiao
2020-06-05
A U-Net Based Discriminator for Generative Adversarial Networks
Edgar Schonfeld Bernt Schiele Anna Khoreva
2020-06-01
Phase-aware Single-stage Speech Denoising and Dereverberation with U-Net
| Hyeong-Seok ChoiHoon HeoJie Hwan LeeKyogu Lee
2020-06-01
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation
Ange LouShuyue GuanMurray Loew
2020-05-31
Reconstructing undersampled photoacoustic microscopy images using deep learning
Anthony DiSpirito IIIDaiwei LiTri VuMaomao ChenDong ZhangJianwen LuoRoarke HorstmeyerJunjie Yao
2020-05-30
WaveSNet: Wavelet Integrated Deep Networks for Image Segmentation
Qiufu LiLinlin Shen
2020-05-29
SNR-based teachers-student technique for speech enhancement
Xiang HaoXiangdong SuZhiyu WangQiang ZhangHuali XuGuanglai Gao
2020-05-29
Automatic segmentation of the pulmonary lobes with a 3D u-net and optimized loss function
Bianca Lassen-SchmidtAlessa HeringStefan KrassHans Meine
2020-05-29
Tackling the Problem of Large Deformations in Deep Learning Based Medical Image Registration Using Displacement Embeddings
Lasse HansenMattias P. Heinrich
2020-05-27
Concurrent Segmentation and Object Detection CNNs for Aircraft Detection and Identification in Satellite Images
Damien GrosgeorgeMaxime ArbelotAlex GoupilleauTugdual CeillierRenaud Allioux
2020-05-27
The efficiency of deep learning algorithms for detecting anatomical reference points on radiological images of the head profile
Konstantin DobratulinAndrey GaidelIrina AupovaAnna IvlevaAleksandr KapishnikovPavel Zelter
2020-05-25
Gleason Grading of Histology Prostate Images through Semantic Segmentation via Residual U-Net
Amartya KalapaharJulio Silva-RodríguezAdrián ColomerFernando López-MirValery Naranjo
2020-05-22
HF-UNet: Learning Hierarchically Inter-Task Relevance in Multi-Task U-Net for Accurate Prostate Segmentation
Kelei HeChunfeng LianBing ZhangXin ZhangXiaohuan CaoDong NieYang GaoJunfeng ZhangDinggang Shen
2020-05-21
Map Generation from Large Scale Incomplete and Inaccurate Data Labels
Rui ZhangConrad AlbrechtWei ZhangXiaodong CuiUlrich FinklerDavid KungSiyuan Lu
2020-05-20
Data Consistent CT Reconstruction from Insufficient Data with Learned Prior Images
Yixing HuangAlexander PreuhsMichael ManhartGuenter LauritschAndreas Maier
2020-05-20
Learning to segment clustered amoeboid cells from brightfield microscopy via multi-task learning with adaptive weight selection
Rituparna SarkarSuvadip MukherjeeElisabeth LabruyèreJean-Christophe Olivo-Marin
2020-05-19
Tropical and Extratropical Cyclone Detection Using Deep Learning
Christina Kumler-BonfantiJebb StewartDavid HallMark Govett
2020-05-18
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
Very High Resolution Land Cover Mapping of Urban Areas at Global Scale with Convolutional Neural Networks
Thomas TilakArnaud BraunDavid ChandlerNicolas DavidSylvain GalopinAmélie LombardMichaël MichaudCamille PariselMatthieu PorteMarjorie Robert
2020-05-12
ECG-DelNet: Delineation of Ambulatory Electrocardiograms with Mixed Quality Labeling Using Neural Networks
Guillermo Jimenez-PerezAlejandro AlcaineOscar Camara
2020-05-11
iUNets: Fully invertible U-Nets with Learnable Up- and Downsampling
| Christian EtmannRihuan KeCarola-Bibiane Schönlieb
2020-05-11
Medical Image Segmentation Using a U-Net type of Architecture
Eshal ZahraBostan AliWajahat Siddique
2020-05-11
Learning Context-Based Non-local Entropy Modeling for Image Compression
Mu LiKai ZhangWangmeng ZuoRadu TimofteDavid Zhang
2020-05-10
Video Frame Interpolation via Residue Refinement
| Haopeng LiYuan YuanQi Wang
2020-05-04
Projection Inpainting Using Partial Convolution for Metal Artifact Reduction
Lin YuanYixing HuangAndreas Maier
2020-05-02
Deeply Cascaded U-Net for Multi-Task Image Processing
Ilja GubinsRemco C. Veltkamp
2020-05-01
A cascade network for Detecting COVID-19 using chest x-rays
Dailin LvWuteng QiYunxiang LiLingling SunYaqi Wang
2020-05-01
Feedback U-net for Cell Image Segmentation
Eisuke ShibuyaKazuhiro Hotta
2020-04-30
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net
| Mina JafariRuizhe LiYue XingDorothee AuerSusan FrancisJonathan GaribaldiXin Chen
2020-04-28
Multi-Scale Boosted Dehazing Network with Dense Feature Fusion
| Hang DongJinshan PanLei XiangZhe HuXinyi ZhangFei WangMing-Hsuan Yang
2020-04-28
Deep Machine Learning Approach to Develop a New Asphalt Pavement Condition Index
Hamed MajidifardYaw Adu-GyamfiWilliam G. Buttlar
2020-04-28
OR-UNet: an Optimized Robust Residual U-Net for Instrument Segmentation in Endoscopic Images
Fabian IsenseeKlaus H. Maier-Hein
2020-04-27
Compact retail shelf segmentation for mobile deployment
Pratyush KumarMuktabh Mayank Srivastava
2020-04-27
DeepSeg: Deep Neural Network Framework for Automatic Brain Tumor Segmentation using Magnetic Resonance FLAIR Images
| Ramy A. ZeineldinMohamed E. KararJan CoburgerChristian R. WirtzOliver Burgert
2020-04-26
Automatic Polyp Segmentation Using Convolutional Neural Networks
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
ML-LBM: Machine Learning Aided Flow Simulation in Porous Media
Ying Da WangTraiwit ChungRyan T. ArmstrongPeyman Mostaghimi
2020-04-22
torchgpipe: On-the-fly Pipeline Parallelism for Training Giant Models
| Chiheon KimHeungsub LeeMyungryong JeongWoonhyuk BaekBoogeon YoonIldoo KimSungbin LimSungwoong Kim
2020-04-21
Self-Supervised Feature Extraction for 3D Axon Segmentation
| Tzofi KlinghofferPeter MoralesYoung-Gyun ParkNicholas EvansKwanghun ChungLaura J. Brattain
2020-04-20
Multi-Scale Supervised 3D U-Net for Kidneys and Kidney Tumor Segmentation
| Wenshuai ZhaoDihong JiangJorge Peña QueraltaTomi Westerlund
2020-04-17
CAggNet: Crossing Aggregation Network for Medical Image Segmentation
Xu CaoYanghao Lin
2020-04-16
Image Segmentation Using Hybrid Representations
Alakh DesaiRuchi ChauhanJayanthi Sivaswamy
2020-04-15
Analysis of Scoliosis From Spinal X-Ray Images
Abdullah-Al-Zubaer ImranChao HuangHui TangWei FanKenneth M. C. CheungMichael ToZhen QianDemetri Terzopoulos
2020-04-15
Systematically designing better instance counting models on cell images with Neural Arithmetic Logic Units
Ashish RanaTaranveer SinghHarpreet SinghNeeraj KumarPrashant Singh Rana
2020-04-14
An automatic COVID-19 CT segmentation network using spatial and channel attention mechanism
Tongxue ZhouStéphane CanuSu Ruan
2020-04-14
Line Art Correlation Matching Network for Automatic Animation Colorization
Zhang QianWang BoWen WeiLi HaiLiu Jun Hui
2020-04-14
Res-CR-Net, a residual network with a novel architecture optimized for the semantic segmentation of microscopy images
| Hassan AbdallahAsiri LiyanaarachchiMaranda SaighSamantha SilversSuzan ArslanturkDouglas J. TaatjesLars LarssonBhanu P. JenaDomenico L. Gatti
2020-04-14
xQSM-Quantitative Susceptibility Mapping with Octave Convolutional Neural Networks
Yang GaoXuanyu ZhuStuart CrozierFeng LiuHongfu Sun
2020-04-14
Capsules for Biomedical Image Segmentation
Rodney LaLondeZiyue XuSanjay JainUlas Bagci
2020-04-09
Bayesian aggregation improves traditional single image crop classification approaches
Ivan MatvienkoMikhail GasanovAnna PetrovskaiaRaghavendra Belur JanaMaria PukalchikIvan Oseledets
2020-04-07
U-Net Using Stacked Dilated Convolutions for Medical Image Segmentation
Shuhang WangSzu-Yeu HuEugene CheahXiaohong WangJingchao WangLei ChenMasoud BaikpourArinc OzturkQian LiShinn-Huey ChouConstance D. LehmanViksit KumarAnthony Samir
2020-04-07
Toward Fine-grained Facial Expression Manipulation
Jun LingHan XueLi SongShuhui YangRong XieXiao Gu
2020-04-07
Channel Attention Residual U-Net for Retinal Vessel Segmentation
Changlu GuoMárton SzemenyeiYugen YiWei Zhou
2020-04-07
Dense Residual Network for Retinal Vessel Segmentation
Changlu GuoMárton SzemenyeiYugen YiYing XueWei ZhouYangyuan Li
2020-04-07
SA-UNet: Spatial Attention U-Net for Retinal Vessel Segmentation
Changlu GuoMárton SzemenyeiYugen YiWenle WangBuer ChenChangqi Fan
2020-04-07
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation
S. M. Kamrul HasanCristian A. Linte
2020-04-05
Optimization of Image Embeddings for Few Shot Learning
Arvind SrinivasanAprameya BharadwajManasa SathyanS Natarajan
2020-04-04
Cell Segmentation and Tracking using CNN-Based Distance Predictions and a Graph-Based Matching Strategy
Tim ScherrKatharina LöfflerMoritz BöhlandRalf Mikut
2020-04-03
A Fast Fully Octave Convolutional Neural Network for Document Image Segmentation
| Ricardo Batista das Neves JuniorLuiz Felipe VerçosaDavid MacêdoByron Leite Dantas BezerraCleber Zanchettin
2020-04-03
Radiologist-level stroke classification on non-contrast CT scans with Deep U-Net
Manvel AvetisianVladimir KokhAlex TuzhilinDmitry Umerenkov
2020-03-31
Attention-based Assisted Excitation for Salient Object Detection
Saeed MasoudniaMelika KheiriehAbdol-Hossein VahabieBabak Nadjar Araabi
2020-03-31
Characterizing Speech Adversarial Examples Using Self-Attention U-Net Enhancement
Chao-Han Huck YangJun QiPin-Yu ChenXiaoli MaChin-Hui Lee
2020-03-31
Learning Oracle Attention for High-fidelity Face Completion
Tong ZhouChangxing DingShaowen LinXinchao WangDacheng Tao
2020-03-31
Weakly-supervised land classification for coastal zone based on deep convolutional neural networks by incorporating dual-polarimetric characteristics into training dataset
Sheng SunArmando MarinoWenze ShuiZhongwen Hu
2020-03-30
Fastidious Attention Network for Navel Orange Segmentation
Xiaoye SunGongyan LiShaoyun Xu
2020-03-26
Learning to Reconstruct Confocal Microscopy Stacks from Single Light Field Images
| Josue PageFederico SaltarinYury BelyaevRuth LyckPaolo Favaro
2020-03-24
Training a U-Net based on a random mode-coupling matrix model to recover acoustic interference striations
Xiaolei LiWenhua SongDazhi GaoWei GaoHaozhong Wan
2020-03-24
Multi-channel U-Net for Music Source Separation
| Venkatesh S. KadandaleJuan F. MontesinosGloria HaroEmilia Gómez
2020-03-23
Learning Dynamic Routing for Semantic Segmentation
| Yanwei LiLin SongYukang ChenZeming LiXiangyu ZhangXingang WangJian Sun
2020-03-23
Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps
Kedan LiMin Jin ChongJingen LiuDavid Forsyth
2020-03-22
Multi-Task Learning Enhanced Single Image De-Raining
| Yulong FanRong ChenBo Li
2020-03-21
U-Det: A Modified U-Net architecture with bidirectional feature network for lung nodule segmentation
Nikhil Varma KeethaSamson Anosh Babu PChandra Sekhara Rao Annavarapu
2020-03-20
Kidney segmentation using 3D U-Net localized with Expectation Maximization
Omid BazgirKai BarckRichard A. D. CaranoRobby M. WeimerLuke Xie
2020-03-20
Bone Structures Extraction and Enhancement in Chest Radiographs via CNN Trained on Synthetic Data
Ophir GozesHayit Greenspan
2020-03-20
Weakly Supervised PET Tumor Detection Using Class Response
Amine AmyarRomain ModzelewskiPierre VeraVincent MorardSu Ruan
2020-03-18
A novel Deep Structure U-Net for Sea-Land Segmentation in Remote Sensing Images
Pourya ShamsolmoaliMasoumeh ZareapoorRuili WangHuiyu ZhouJie Yang
2020-03-17
Image Quality Transfer Enhances Contrast and Resolution of Low-Field Brain MRI in African Paediatric Epilepsy Patients
Matteo FiginiHongxiang LinGodwin OgboleFelice D ArcoStefano B. BlumbergDavid W. CarmichaelRyutaro TannoEnrico KadenBiobele J. BrownIkeoluwa LagunjuHelen J. CrossDelmiro Fernandez-ReyesDaniel C. Alexander
2020-03-16
Mass Estimation of Galaxy Clusters with Deep Learning I: Sunyaev-Zel'dovich Effect
Nikhel GuptaChristian L. Reichardt
2020-03-13
Learning to Segment 3D Point Clouds in 2D Image Space
| Yecheng LyuXinming HuangZiming Zhang
2020-03-12
Deep learning approach for breast cancer diagnosis
Essam A. RashedM. Samir Abou El Seoud
2020-03-10
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation
| Maryam Asadi-AghbolaghiReza AzadMahmood FathySergio Escalera
2020-03-10
Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts?
Olivier VincentCharley GrosJoseph Paul CohenJulien Cohen-Adad
2020-03-09
Perceptual Image Super-Resolution with Progressive Adversarial Network
Lone WongDeli ZhaoShaohua WanBo Zhang
2020-03-08
Weight mechanism adding a constant in concatenation of series connect
Xiaojie QiYindi Zhao
2020-03-07
Segmentation of Satellite Imagery using U-Net Models for Land Cover Classification
Priit UlmasInnar Liiv
2020-03-05
BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation
Wei Hao Khoong
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
Learning to Deblur and Generate High Frame Rate Video with an Event Camera
Chen HaoyuTeng MingguiShi BoxinWang YIzhouHuang Tiejun
2020-03-02
A U-Net Based Discriminator for Generative Adversarial Networks
| Edgar SchönfeldBernt SchieleAnna Khoreva
2020-02-28
Automatically Searching for U-Net Image Translator Architecture
Han ShuYunhe Wang
2020-02-26
Toward fast and accurate human pose estimation via soft-gated skip connections
Adrian BulatJean KossaifiGeorgios TzimiropoulosMaja Pantic
2020-02-25
Fully-automated Body Composition Analysis in Routine CT Imaging Using 3D Semantic Segmentation Convolutional Neural Networks
Sven KoitkaLennard KrollEugen MalamutmannArzu OezcelikFelix Nensa
2020-02-25
Technical report: Kidney tumor segmentation using a 2D U-Net followed by a statistical post-processing filter
Iwan Paolucci
2020-02-25
Co-VeGAN: Complex-Valued Generative Adversarial Network for Compressive Sensing MR Image Reconstruction
Bhavya VasudevaPuneesh DeoraSaumik BhattacharyaPyari Mohan Pradhan
2020-02-24
3D U-Net for Segmentation of Plant Root MRI Images in Super-Resolution
Yi ZhaoNils WandelMagdalena LandlAndrea SchnepfSven Behnke
2020-02-21
Deep Fusion of Local and Non-Local Features for Precision Landslide Recognition
Qing ZhuLin ChenHan HuBinzhi XuYeting ZhangHaifeng Li
2020-02-20
Fine tuning U-Net for ultrasound image segmentation: which layers?
Mina AmiriRupert BrooksHassan Rivaz
2020-02-19
Automated Cardiothoracic Ratio Calculation and Cardiomegaly Detection using Deep Learning Approach
Isarun ChamvehaTreethep PromwisetTrongtum TongdeePairash SaiviroonpornWarasinee Chaisangmongkon
2020-02-18
SemI2I: Semantically Consistent Image-to-Image Translation for Domain Adaptation of Remote Sensing Data
Onur TasarS L HappyYuliya TarabalkaPierre Alliez
2020-02-14
Physical Accuracy of Deep Neural Networks for 2D and 3D Multi-Mineral Segmentation of Rock micro-CT Images
Ying Da WangMehdi ShabaninejadRyan T. ArmstrongPeyman Mostaghimi
2020-02-13
Validation and Optimization of Multi-Organ Segmentation on Clinical Imaging Archives
Yuchen XuOlivia TangYucheng TangHo Hin LeeYunqiang ChenDashan GaoShizhong HanRiqiang GaoMichael R. SavonaRichard G. AbramsonYuankai HuoBennett A. Landman
2020-02-10
Outlier Guided Optimization of Abdominal Segmentation
Yuchen XuOlivia TangYucheng TangHo Hin LeeYunqiang ChenDashan GaoShizhong HanRiqiang GaoMichael R. SavonaRichard G. AbramsonYuankai HuoBennett A. Landman
2020-02-10
How well do U-Net-based segmentation trained on adult cardiac magnetic resonance imaging data generalise to rare congenital heart diseases for surgical planning?
Sven KoehlerAnimesh TandonTarique HussainHeiner LatusThomas PickardtSamir SarikouchPhilipp BeerbaumGerald GreilSandy EngelhardtIvo Wolf
2020-02-10
Learning to Grasp 3D Objects using Deep Residual U-Nets
Yikun LiLambert SchomakerS. Hamidreza Kasaei
2020-02-10
A Deep Learning Approach to Automate High-Resolution Blood Vessel Reconstruction on Computerized Tomography Images With or Without the Use of Contrast Agent
Anirudh ChandrashekarAshok HandaNatesh ShivakumarPierfrancesco LapollaVicente GrauRegent Lee
2020-02-09
Automatic lung segmentation in routine imaging is a data diversity problem, not a methodology problem
| Johannes HofmanningerFlorian PrayerJeanny PanSebastian RohrichHelmut ProschGeorg Langs
2020-01-31
Inter-slice image augmentation based on frame interpolation for boosting medical image segmentation accuracy
Zhaotao WuJia WeiWenguang YuanJiabing WangTolga Tasdizen
2020-01-31
Ellipse R-CNN: Learning to Infer Elliptical Object from Clustering and Occlusion
Wenbo DongPravakar RoyCheng PengVolkan Isler
2020-01-30
Channel-Attention Dense U-Net for Multichannel Speech Enhancement
Bahareh TolooshamsRitwik GiriAndrew H. SongUmut IsikArvindh Krishnaswamy
2020-01-30
Accurately identifying vertebral levels in large datasets
Daniel C. EltonVeit SandfortPerry J. PickhardtRonald M. Summers
2020-01-28
Breast mass segmentation based on ultrasonic entropy maps and attention gated U-Net
Michal ByraPiotr JarosikKatarzyna Dobruch-SobczakZiemowit KlimondaHanna Piotrzkowska-WroblewskaJerzy LitniewskiAndrzej Nowicki
2020-01-27
SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation
| Jesse SunFatemeh DarbehaniMark ZaidiBo Wang
2020-01-21
Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features
| Nanyan ZhuChen LiuZakary S. SingerTal DaninoAndrew F. LaineJia Guo
2020-01-15
Face Attribute Invertion
X G TuY LuoH S ZhangW J AiZ MaM Xie
2020-01-14
Deep Residual Dense U-Net for Resolution Enhancement in Accelerated MRI Acquisition
Pak Lun Kevin DingZhiqiang LiYuxiang ZhouBaoxin Li
2020-01-13
Segmentation and Generation of Magnetic Resonance Images by Deep Neural Networks
Antoine Delplace
2020-01-10
A Deep Neural Networks Approach for Pixel-Level Runway Pavement Crack Segmentation Using Drone-Captured Images
Liming JiangYuanchang XieTianzhu Ren
2020-01-09
Deep OCT Angiography Image Generation for Motion Artifact Suppression
Julian HossbachLennart HusvogtMartin F. KrausJames G. FujimotoAndreas K. Maier
2020-01-08
Limited Angle Tomography for Transmission X-Ray Microscopy Using Deep Learning
Yixing HuangShengxiang WangYong GuanAndreas Maier
2020-01-08
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image Reconstruction
| Sriprabha RamanarayananBalamurali MurugesanKeerthi RamMohanasankar Sivaprakasam
2020-01-08
A context based deep learning approach for unbalanced medical image segmentation
| Balamurali MurugesanKaushik SarveswaranVijaya Raghavan SSharath M ShankaranarayanaKeerthi RamMohanasankar Sivaprakasam
2020-01-08
Spinal Metastases Segmentation in MR Imaging using Deep Convolutional Neural Networks
Georg HilleJohannes SteffenMax DünnwaldMathias BeckerSylvia SaalfeldKlaus Tönnies
2020-01-08
On-the-fly Prediction of Protein Hydration Densities and Free Energies using Deep Learning
Ahmadreza GhanbarpourAmr H. MahmoudMarkus A. Lill
2020-01-07
Automated Segmentation of Vertebrae on Lateral Chest Radiography Using Deep Learning
Sanket BadheVarun SinghJoy LiParas Lakhani
2020-01-05
Self-Learning AI Framework for Skin Lesion Image Segmentation and Classification
Anandhanarayanan KamalakannanShiva Shankar GanesanGovindaraj Rajamanickam
2020-01-04
FFusionCGAN: An end-to-end fusion method for few-focus images using conditional GAN in cytopathological digital slides
| Xiebo GengSibo LiuaWei HanXu LiJiabo MaJingya YuXiuli LiuSahoqun ZengLi ChenShenghua Cheng
2020-01-03
Synthetic vascular structure generation for unsupervised pre-training in CTA segmentation tasks
Nil Stolt Ansó
2020-01-02
Physics-Aware Flow Data Completion Using Neural Inpainting
Anonymous
2020-01-01
Stagnant zone segmentation with U-net
Selam WaktolaLaurent BaboutKrzysztof Grudzien
2020-01-01
Volumetric Lung Nodule Segmentation using Adaptive ROI with Multi-View Residual Learning
Muhammad UsmanByoung-Dai LeeShi Sub ByonSung Hyun KimByung-ilLee
2019-12-31
PMC-GANs: Generating Multi-Scale High-Quality Pedestrian with Multimodal Cascaded GANs
Jie WuYing PengChenghao ZhengZongbo HaoJian Zhang
2019-12-30
Transfer Learning for Brain Tumor Segmentation
| Jonas WackerMarcelo LadeiraJosé Eduardo Vaz Nascimento
2019-12-28
Learning Inverse Depth Regression for Multi-View Stereo with Correlation Cost Volume
| Qingshan XuWenbing Tao
2019-12-26
Robustness of Brain Tumor Segmentation
Sabine MüllerJoachim WeickertNorbert Graf
2019-12-24
Fully Automated Multi-Organ Segmentation in Abdominal Magnetic Resonance Imaging with Deep Neural Networks
Yuhua ChenDan RuanJiayu XiaoLixia WangBin SunRola SaouafWensha YangDebiao LiZhaoyang Fan
2019-12-23
Rapid Whole-Heart CMR with Single Volume Super-resolution
Jennifer A. SteedenMichael QuailAlexander GotschyAndreas HauptmannSimon ArridgeRodney JonesVivek Muthurangu
2019-12-22
UWGAN: Underwater GAN for Real-world Underwater Color Restoration and Dehazing
| Nan WangYabin ZhouFenglei HanHaitao ZhuYaojing Zheng
2019-12-21
AeroRIT: A New Scene for Hyperspectral Image Analysis
| Aneesh RangnekarNilay MokashiEmmett IentilucciChristopher KananMatthew J. Hoffman
2019-12-17
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax
Karan JakharRohit BajajRuchika Gupta
2019-12-16
Automated Thalamic Nuclei Segmentation Using Multi-Planar Cascaded Convolutional Neural Networks
Mohammad S MajdiMahesh B KeerthivasanBrian K RuttNatalie M ZahrJeffrey J RodriguezManojkumar Saranathan
2019-12-16
Automating Vitiligo Skin Lesion Segmentation Using Convolutional Neural Networks
Makena LowPriyanka Raina
2019-12-16
SegTHOR: Segmentation of Thoracic Organs at Risk in CT images
Z. LambertC. PetitjeanB. DubrayS. Ruan
2019-12-12
U-Net with spatial pyramid pooling for drusen segmentation in optical coherence tomography
Rhona AsgariSebastian WaldsteinFerdinand SchlanitzMagdalena BaratsitsUrsula Schmidt-ErfurthHrvoje Bogunović
2019-12-11
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation
| Zongwei ZhouMd Mahfuzur Rahman SiddiqueeNima TajbakhshJianming Liang
2019-12-11
Automatic Analysis System of Calcaneus Radiograph: Rotation-Invariant Landmark Detection for Calcaneal Angle Measurement, Fracture Identification and Fracture Region Segmentation
Jia GuoYuxuan MuHuiqi LiJunxian ChenWei WangHuanxin YanHailin Xu
2019-12-10
Cascaded Deep Neural Networks for Retinal Layer Segmentation of Optical Coherence Tomography with Fluid Presence
Donghuan LuMorgan HeislerDa MaSetareh DabiriSieun LeeGavin Weiguang DingMarinko V. SarunicMirza Faisal Beg
2019-12-07
A deep learning based tool for automatic brain extraction from functional magnetic resonance images in rodents
Sidney Pontes-FilhoAnnelene Gulden DahlStefano NicheleGustavo Borges Moreno e Mello
2019-12-03
Applying Knowledge Transfer for Water Body Segmentation in Peru
Jessenia GonzalezDebjani BhowmickCesar BeltranKris SankaranYoshua Bengio
2019-12-02
Flow-based Image-to-Image Translation with Feature Disentanglement
Ruho KondoKeisuke KawanoSatoshi KoideTakuro Kutsuna
2019-12-01
Stochastic tissue window normalization of deep learning on computed tomography
Yuankai HuoYucheng TangYunqiang ChenDashan GaoShizhong HanShunxing BaoSmita DeJames G. TerryJeffrey J. CarrRichard G. AbramsonBennett A. Landman
2019-12-01
Leveraging Self-supervised Denoising for Image Segmentation
| Mangal PrakashTim-Oliver BuchholzManan LalitPavel TomancakFlorian JugAlexander Krull
2019-11-27
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation
Ling LuoDingyu XueXinglong Feng
2019-11-22
Retinal Vessel Segmentation based on Fully Convolutional Networks
| Zhengyuan Liu
2019-11-22
Single Image Super Resolution based on a Modified U-net with Mixed Gradient Loss
Zhengyang LuYing Chen
2019-11-21
Semantic Segmentation of Thigh Muscle using 2.5D Deep Learning Network Trained with Limited Datasets
Hasnine HaqueMasahiro HashimotoNozomu UetakeMasahiro Jinzaki
2019-11-21
W-Net: Two-stage U-Net with misaligned data for raw-to-RGB mapping
| Kwang-Hyun UhmSeung-Wook KimSeo-Won JiSung-Jin ChoJun-Pyo HongSung-Jea Ko
2019-11-20
Towards Physics-informed Deep Learning for Turbulent Flow Prediction
Rui WangKarthik KashinathMustafa MustafaAdrian AlbertRose Yu
2019-11-20
AssemblyNet: A large ensemble of CNNs for 3D Whole Brain MRI Segmentation
Pierrick CoupéBoris MansencalMichaël ClémentRémi GiraudBaudouin Denis de SennevilleVinh-Thong TaVincent LepetitJosé V. Manjon
2019-11-20
Enhancing the Extraction of Interpretable Information for Ischemic Stroke Imaging from Deep Neural Networks
Erico TjoaGuo HengLu YuhaoCuntai Guan
2019-11-19
Automated Human Claustrum Segmentation using Deep Learning Technologies
Ahmed Awad AlbishriSyed Jawad Hussain ShahAnthony SchmiedlerSeung Suk KangYugyung Lee
2019-11-18
ResUNet++: An Advanced Architecture for Medical Image Segmentation
Debesh JhaPia H. SmedsrudMichael A. RieglerDag JohansenThomas de LangePal HalvorsenHavard D. Johansen
2019-11-16
Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling
| Daniel StollerMi TianSebastian EwertSimon Dixon
2019-11-14
Cost-efficient segmentation of electron microscopy images using active learning
Joris RoelsYvan Saeys
2019-11-13
BiNet: Degraded-Manuscript Binarization in Diverse Document Textures and Layouts using Deep Encoder-Decoder Networks
Maruf A. DhaliJan Willem de WitLambert Schomaker
2019-11-13
Seismic data interpolation based on U-net with texture loss
Wenqian FangLihua FuMeng ZhangZhiming Li
2019-11-11
Building Effective Large-Scale Traffic State Prediction System: Traffic4cast Challenge Solution
Yang LiuFanyou WuBaosheng YuZhiyuan LiuJieping Ye
2019-11-11
Change your singer: a transfer learning generative adversarial framework for song to song conversion
Rema DaherMohammad Kassem ZeinJulia El ZiniMariette AwadDaniel Asmar
2019-11-07
Automated Left Ventricle Dimension Measurement in 2D Cardiac Ultrasound via an Anatomically Meaningful CNN Approach
Andrew GilbertMarit HoldenLine EikvilSvein Arne AaseEigil SamsetKristin McLeod
2019-11-06
What Do We Really Need? Degenerating U-Net on Retinal Vessel Segmentation
Weilin FuKatharina BreiningerZhaoya PanAndreas Maier
2019-11-06
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation
| Mathias PerslevErik Bjørnager DamAkshay PaiChristian Igel
2019-11-05
Field of View Extension in Computed Tomography Using Deep Learning Prior
Yixing HuangLei GaoAlexander PreuhsAndreas Maier
2019-11-04
PGU-net+: Progressive Growing of U-net+ for Automated Cervical Nuclei Segmentation
| Jie ZhaoLei DaiMo ZhangFei YuMeng LiHongfeng LiWenjia WangLi Zhang
2019-11-04
Dual-domain Cascade of U-nets for Multi-channel Magnetic Resonance Image Reconstruction
Roberto SouzaMariana BentoNikita NogovitsynKevin J. ChungR. Marc LebelRichard Frayne
2019-11-04
Spleeter: A Fast And State-of-the Art Music Source Separation Tool With Pre-trained Models
| Romain HennequinAnis KhlifFelix VoituretManuel Moussallam
2019-11-04
Predicting Weather Uncertainty with Deep Convnets
Peter GrönquistTal Ben-NunNikoli DrydenPeter DuebenLuca LavariniShigang LiTorsten Hoefler
2019-11-02
Deep Learning for space-variant deconvolution in galaxy surveys
Florent SureauAlexis LechatJean-Luc Starck
2019-11-01
Modified U-Net (mU-Net) with Incorporation of Object-Dependent High Level Features for Improved Liver and Liver-Tumor Segmentation in CT Images
Hyunseok SeoCharles HuangMaxime BassenneRuoxiu XiaoLei Xing
2019-10-31
The Domain Shift Problem of Medical Image Segmentation and Vendor-Adaptation by Unet-GAN
Wenjun YanYuanyuan WangShengjia GuLu HuangFuhua YanLiming XiaQian Tao
2019-10-30
Region-based Convolution Neural Network Approach for Accurate Segmentation of Pelvic Radiograph
Ata JodeiriReza A. ZoroofiYuta HiasaMasaki TakaoNobuhiko SuganoYoshinobu SatoYoshito Otake
2019-10-29
Multi-sequence Cardiac MR Segmentation with Adversarial Domain Adaptation Network
Jiexiang WangHongyu HuangChaoqi ChenWenao MaYue HuangXinghao Ding
2019-10-28
Segmenting Ships in Satellite Imagery With Squeeze and Excitation U-Net
Venkatesh RAnand Metha
2019-10-27
U-net architectures for fast prediction of incompressible laminar flows
Junfeng ChenJonathan ViqueratElie Hachem
2019-10-25
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging
| Mathias PerslevMichael Hejselbak JensenSune DarknerPoul Jørgen JennumChristian Igel
2019-10-24
Unified Multi-scale Feature Abstraction for Medical Image Segmentation
Xi FangBo DuSheng XuBradford J. WoodPingkun Yan
2019-10-24
Semantic Segmentation of Skin Lesions using a Small Data Set
Beril SirmacekMax Kivits
2019-10-23
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands
| Hans PinckaersGeert Litjens
2019-10-23
KuroNet: Pre-Modern Japanese Kuzushiji Character Recognition with Deep Learning
Tarin ClanuwatAlex LambAsanobu Kitamoto
2019-10-21
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning
| Dominik MüllerFrank Kramer
2019-10-21
Deep speech inpainting of time-frequency masks
| Mikolaj KeglerPierre BeckmannMilos Cernak
2019-10-20
Attention Enriched Deep Learning Model for Breast Tumor Segmentation in Ultrasound Images
Aleksandar VakanskiMin XianPhoebe Freer
2019-10-20
MixModule: Mixed CNN Kernel Module for Medical Image Segmentation
Henry H. YuXue FengHao SunZiwen Wang
2019-10-19
Tracking-Assisted Segmentation of Biological Cells
Deepak K. GuptaNathan de BruijnAndreas PanteliEfstratios Gavves
2019-10-19
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
End-to-end speech enhancement based on discrete cosine transform
Chuang GengLei Wang
2019-10-17
Injecting Hierarchy with U-Net Transformers
David DonahueVladislav LialinAnna Rumshisky
2019-10-16
Structure Preserving Compressive Sensing MRI Reconstruction using Generative Adversarial Networks
| Puneesh DeoraBhavya VasudevaSaumik BhattacharyaPyari Mohan Pradhan
2019-10-14
Vertebrae Detection and Localization in CT with Two-Stage CNNs and Dense Annotations
| James McCouatBen Glocker
2019-10-14
Radiomic Feature Stability Analysis based on Probabilistic Segmentations
Christoph HaarburgerJustus SchockDaniel TruhnPhilippe WeitzGustav Mueller-FranzesLeon WeningerDorit Merhof
2019-10-13
Illegible Text to Readable Text: An Image-to-Image Transformation using Conditional Sliced Wasserstein Adversarial Networks
Mostafa KarimiGopalkrishna VeniYen-Yun Yu
2019-10-11
Improvement of Multiparametric MR Image Segmentation by Augmenting the Data with Generative Adversarial Networks for Glioma Patients
Eric CarverZhenzhen DaiEvan LiangJames SnyderNing Wen
2019-10-01
RITnet: Real-time Semantic Segmentation of the Eye for Gaze Tracking
| Aayush K. ChaudharyRakshit KothariManoj AcharyaShusil DangiNitinraj NairReynold BaileyChristopher KananGabriel DiazJeff B. Pelz
2019-10-01
DF2Net: A Dense-Fine-Finer Network for Detailed 3D Face Reconstruction
| Xiaoxing Zeng Xiaojiang Peng Yu Qiao
2019-10-01
Progressive Reconstruction of Visual Structure for Image Inpainting
| Jingyuan Li Fengxiang He Lefei Zhang Bo Du Dacheng Tao
2019-10-01
Stacked Cross Refinement Network for Edge-Aware Salient Object Detection
| Zhe Wu Li Su Qingming Huang
2019-10-01
P-MVSNet: Learning Patch-Wise Matching Confidence Aggregation for Multi-View Stereo
Keyang Luo Tao Guan Lili Ju Haipeng Huang Yawei Luo
2019-10-01
Automated identification of neural cells in the multi-photon images using deep-neural networks
Si-Baek SeongHae-Jeong Park
2019-09-25
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture
| Rüdiger SchmitzFrederic MadestaMaximilian NielsenJenny KrauseRené WernerThomas Rösch
2019-09-24
A Transfer Learning Approach for Automated Segmentation of Prostate Whole Gland and Transition Zone in Diffusion Weighted MRI
Saman MotamedIsha GujrathiDominik DeniffelAnton OentoroMasoom A. HaiderFarzad Khalvati
2019-09-20
Learning to Think Outside the Box: Wide-Baseline Light Field Depth Estimation with EPI-Shift
Titus LeistnerHendrik SchillingRadek MackowiakStefan GumholdCarsten Rother
2019-09-19
Learn to Segment Organs with a Few Bounding Boxes
Abhijeet ParidaArianne TranNassir NavabShadi Albarqouni
2019-09-17
Cardiac MRI Image Segmentation for Left Ventricle and Right Ventricle using Deep Learning
Bosung SeoDaniel MarianoJohn BeckfieldVinay MadenurYuming HuTony ReinaMarcus BobarMai H. NguyenIlkay Altintas
2019-09-17
Z-Net: an Anisotropic 3D DCNN for Medical CT Volume Segmentation
Peichao LiXiao-Yun ZhouZhao-Yang WangGuang-Zhong Yang
2019-09-16
Deep Learning for Low-Field to High-Field MR: Image Quality Transfer with Probabilistic Decimation Simulator
Hongxiang LinMatteo FiginiRyutaro TannoStefano B. BlumbergEnrico KadenGodwin OgboleBiobele J. BrownFelice D'ArcoDavid W. CarmichaelIkeoluwa LagunjuHelen J. CrossDelmiro Fernandez-ReyesDaniel C. Alexander
2019-09-15
MSU-Net: Multiscale Statistical U-Net for Real-time 3D Cardiac MRI Video Segmentation
Tianchen WangJinjun XiongXiaowei XuMeng JiangYiyu ShiHaiyun YuanMeiping HuangJian Zhuang
2019-09-15
3D U-Net Based Brain Tumor Segmentation and Survival Days Prediction
| Feifan WangRunzhou JiangLiqin ZhengChun MengBharat Biswal
2019-09-15
Local block-wise self attention for normal organ segmentation
Jue JiangElguindi SharifHyemin UmSean BerryHarini Veeraraghavan
2019-09-11
Integrating cross-modality hallucinated MRI with CT to aid mediastinal lung tumor segmentation
Jue JiangJason HuNeelam TyagiAndreas RimnerSean L. BerryJoseph O. DeasyHarini Veeraraghavan
2019-09-10
U-net super-neural segmentation and similarity calculation to realize vegetation change assessment in satellite imagery
Chunxue WuBobo JuNaixue XiongGuisong YangYan WuHongming YangJiaying HuangZhiyong Xu
2019-09-10
Detection and Classification of Breast Cancer Metastates Based on U-Net
Lin XuCheng XuYi TongYu Chun Su
2019-09-09
Intensity augmentation for domain transfer of whole breast segmentation in MRI
Linde S. HesseGrey KulingMitko VetaAnne L. Martel
2019-09-05
3D U$^2$-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation
| Chao HuangHu HanQingsong YaoShankuan ZhuS. Kevin Zhou
2019-09-04
Image Inpainting with Learnable Bidirectional Attention Maps
| Chaohao XieShaohui LiuChao LiMing-Ming ChengWangmeng ZuoXiao LiuShilei WenErrui Ding
2019-09-03
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions
| Reza AzadMaryam Asadi-AghbolaghiMahmood FathySergio Escalera
2019-08-31
LU-Net: An Efficient Network for 3D LiDAR Point Cloud Semantic Segmentation Based on End-to-End-Learned 3D Features and U-Net
Pierre BiasuttiVincent LepetitJean-François AujolMathieu BrédifAurélie Bugeau
2019-08-30
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans
Yucheng LiuNaji KhosravanYulin LiuJoseph StemberJonathan ShoagChristopher E. BarbieriUlas BagciSachin Jambawalikar
2019-08-26
End-to-End Conditional GAN-based Architectures for Image Colourisation
Marc GórrizMarta MrakAlan F. SmeatonNoel E. O'Connor
2019-08-26
Image based cellular contractile force evaluation with small-world network inspired CNN: SW-UNet
Li HonghanDaiki MatsunagaTsubasa S. MatsuiHiroki AosakiShinji Deguchi
2019-08-23
No Fear of the Dark: Image Retrieval under Varying Illumination Conditions
Tomas JenicekOndřej Chum
2019-08-23
Lung segmentation on chest x-ray images in patients with severe abnormal findings using deep learning
Mizuho NishioKoji FujimotoKaori Togashi
2019-08-21
U-Net Training with Instance-Layer Normalization
Xiao-Yun ZhouPeichao LiZhao-Yang WangGuang-Zhong Yang
2019-08-21
Data Consistent Artifact Reduction for Limited Angle Tomography with Deep Learning Prior
Yixing HuangAlexander PreuhsGuenter LauritschMichael ManhartXiaolin HuangAndreas Maier
2019-08-19
EigenRank by Committee: A Data Subset Selection and Failure Prediction paradigm for Robust Deep Learning based Medical Image Segmentation
Bilwaj GaonkarAlex BuiLuke Macyszyn
2019-08-17
A deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems
Meng TangYimin LiuLouis J. Durlofsky
2019-08-16
Mask Mining for Improved Liver Lesion Segmentation
Karsten RothJürgen HesserTomasz Konopczyński
2019-08-14
Automatic detection and diagnosis of sacroiliitis in CT scans as incidental findings
Yigal ShenkmanBilal QutteinehLeo JoskowiczAdi SzeskinYusef AzraqArnaldo MayerIris Eshed
2019-08-14
Automated Brain Tumour Segmentation Using Deep Fully Residual Convolutional Neural Networks
Indrajit Mazumdar
2019-08-12
Semi-Supervised Multi-Task Learning With Chest X-Ray Images
Abdullah-Al-Zubaer ImranDemetri Terzopoulos
2019-08-10
Multi Scale Supervised 3D U-Net for Kidney and Tumor Segmentation
Wenshuai ZhaoZengfeng Zeng
2019-08-09
Hyper Vision Net: Kidney Tumor Segmentation Using Coordinate Convolutional Layer and Attention Unit
D. SabarinathanM. Parisa BehamS. M. Md. Mansoor Roomi
2019-08-09
AxoNet: an AI-based tool to count retinal ganglion cell axons
Matthew D. RitchBailey G. HannonA. Thomas ReadAndrew J. FeolaGrant A. CullJuan ReynaudJohn C. MorrisonClaude F. BurgoyneMachelle T. PardueC. Ross Ethier
2019-08-08
An attempt at beating the 3D U-Net
| Fabian IsenseeKlaus H. Maier-Hein
2019-08-06
Knee menisci segmentation and relaxometry of 3D ultrashort echo time (UTE) cones MR imaging using attention U-Net with transfer learning
Michal ByraMei WuXiaodong ZhangHyungseok JangYa-Jun MaEric Y ChangSameer ShahJiang Du
2019-08-05
U-Net Fixed-Point Quantization for Medical Image Segmentation
| MohammadHossein AskariHemmatSina HonariLucas RouhierChristian S. PeroneJulien Cohen-AdadYvon SavariaJean-Pierre David
2019-08-02
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentation
| Florian KrompLukas FischerEva BozsakyInge AmbrosWolfgang DoerrSabine Taschner-MandlPeter AmbrosAllan Hanbury
2019-07-30
Semantic Deep Intermodal Feature Transfer: Transferring Feature Descriptors Between Imaging Modalities
Sebastian P. KleinschmidtBernardo Wagner
2019-07-26
Automatic Calcium Scoring in Cardiac and Chest CT Using DenseRAUnet
Jiechao MaRongguo Zhang
2019-07-26
Hetero-Modal Variational Encoder-Decoder for Joint Modality Completion and Segmentation
| Reuben DorentSamuel JoutardMarc ModatSébastien OurselinTom Vercauteren
2019-07-25
A CNN-based tool for automatic tongue contour tracking in ultrasound images
| Jian ZhuWill StylerIan Calloway
2019-07-24
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images
Chen ChenCarlo BiffiGiacomo TarroniSteffen PetersenWenjia BaiDaniel Rueckert
2019-07-23
Domain specific cues improve robustness of deep learning based segmentation of ct volumes
Marie KloenneSebastian NiehausLeonie LampeAlberto MerolaJanis ReineltIngo RoederNico Scherf
2019-07-23
Automated Muscle Segmentation from Clinical CT using Bayesian U-Net for Personalized Musculoskeletal Modeling
Yuta HiasaYoshito OtakeMasaki TakaoTakeshi OgawaNobuhiko SuganoYoshinobu Sato
2019-07-21
A fully 3D multi-path convolutional neural network with feature fusion and feature weighting for automatic lesion identification in brain MRI images
Yunzhe XueMeiyan XieFadi G. FarhatOlga BoukrinaA. M. BarrettJeffrey R. BinderUsman W. RoshanWilliam W. Graves
2019-07-17
CU-Net: Cascaded U-Net with Loss Weighted Sampling for Brain Tumor Segmentation
Hongying LiuXiongjie ShenFanhua ShangFei Wang
2019-07-17
A Divide-and-Conquer Approach towards Understanding Deep Networks
Weilin FuKatharina BreiningerRoman SchaffertNishant RavikumarAndreas Maier
2019-07-14
Deep Active Learning for Axon-Myelin Segmentation on Histology Data
| Melanie Lubrano di ScandaleaChristian S. PeroneMathieu BoudreauJulien Cohen-Adad
2019-07-11
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed Tomography
| Aleksei TiulpinMikko FinniläPetri LehenkariHeikki J. NieminenSimo Saarakkala
2019-07-11
One Shot Learning for Deformable Medical Image Registration and Periodic Motion Tracking
| Tobias FechterDimos Baltas
2019-07-10
DSNet: Automatic Dermoscopic Skin Lesion Segmentation
| Md. Kamrul HasanLavsen DahalPrasad N. SamarakoonFakrul Islam TusharRobert Marti Marly
2019-07-09
Void region segmentation in ball grid array using u-net approach and synthetic data
Vijay Kumar NeeluruVikas Ahuja
2019-07-07
Multi-level Wavelet Convolutional Neural Networks
| Pengju LiuHongzhi ZhangWei LianWangmeng Zuo
2019-07-06
AI-based evaluation of the SDGs: The case of crop detection with earth observation data
Natalia EfremovaDennis WestDmitry Zausaev
2019-07-05
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction
Wenjia BaiChen ChenGiacomo TarroniJinming DuanFlorian GuittonSteffen E. PetersenYike GuoPaul M. MatthewsDaniel Rueckert
2019-07-05
DeepAAA: clinically applicable and generalizable detection of abdominal aortic aneurysm using deep learning
Jen-Tang LuRupert BrooksStefan HahnJin ChenVarun BuchGopal KotechaKatherine P. AndrioleBrian GhoshhajraJoel PintoPaul VozilaMark MichalskiNeil A. Tenenholtz
2019-07-04
Using Deep Learning to Count Albatrosses from Space
Ellen BowlerPeter T. FretwellGeoffrey FrenchMichal Mackiewicz
2019-07-03
Supervised Uncertainty Quantification for Segmentation with Multiple Annotations
Shi HuDaniel WorrallStefan KnegtBas VeelingHenkjan HuismanMax Welling
2019-07-03
Seismic data denoising and deblending using deep learning
Alan RichardsonCaelen Feller
2019-07-02
Conditioned-U-Net: Introducing a Control Mechanism in the U-Net for Multiple Source Separations
| Gabriel Meseguer-BrocalGeoffroy Peeters
2019-07-02
SkeletonNet: Shape Pixel to Skeleton Pixel
Sabari NathanPriya Kansal
2019-07-02
Global Pixel Transformers for Virtual Staining of Microscopy Images
Yi LiuHao YuanZhengyang WangShuiwang Ji
2019-07-01
Improving 3D U-Net for Brain Tumor Segmentation by Utilizing Lesion Prior
Po-Yu KaoJefferson W. ChenB. S. Manjunath
2019-06-29
Automated Segmentation of Hip and Thigh Muscles in Metal Artifact-Contaminated CT using Convolutional Neural Network-Enhanced Normalized Metal Artifact Reduction
Mitsuki SakamotoYuta HiasaYoshito OtakeMasaki TakaoYuki SuzukiNobuhiko SuganoYoshinobu Sato
2019-06-27
A Novel Deep Learning Based Approach for Left Ventricle Segmentation in Echocardiography: MFP-Unet
Shakiba MoradiMostafa Ghelich-OghliAzin AlizadehaslIsaac ShiriNiki OveisiMehrdad OveisiMajid MalekiJan Dhooge
2019-06-25
Respiratory Motion Correction in Abdominal MRI using a Densely Connected U-Net with GAN-guided Training
Wenhao JiangZhiyu LiuKit-Hang LeeShihui ChenYui-Lun NgQi DouHing-Chiu ChangKa-Wai Kwok
2019-06-24
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation
| Robin BrüggerChristian F. BaumgartnerEnder Konukoglu
2019-06-14
Multi Scale Curriculum CNN for Context-Aware Breast MRI Malignancy Classification
| Christoph HaarburgerMichael BaumgartnerDaniel TruhnMirjam BroeckmannHannah SchneiderSimone SchradingChristiane KuhlDorit Merhof
2019-06-14
Scalable Neural Architecture Search for 3D Medical Image Segmentation
Sungwoong KimIldoo KimSungbin LimWoonhyuk BaekChiheon KimHyungjoo ChoBoogeon YoonTaesup Kim
2019-06-13
Dense Deformation Network for High Resolution Tissue Cleared Image Registration
Abdullah NazibClinton FookesDimitri Perrin
2019-06-13
`Project & Excite' Modules for Segmentation of Volumetric Medical Scans
| Anne-Marie RickmannAbhijit Guha RoyIgnacio SarasuaNassir NavabChristian Wachinger
2019-06-11
Recurrent U-Net for Resource-Constrained Segmentation
Wei WangKaicheng YuJoachim HugonotPascal FuaMathieu Salzmann
2019-06-11
Transfer Learning for Ultrasound Tongue Contour Extraction with Different Domains
M. Hamed MozaffariWon-Sook Lee
2019-06-10
Extreme Points Derived Confidence Map as a Cue For Class-Agnostic Segmentation Using Deep Neural Network
| Shadab KhanAhmed H. ShahinJavier VillafruelaJianbing ShenLing Shao
2019-06-06
AssemblyNet: A Novel Deep Decision-Making Process for Whole Brain MRI Segmentation
Pierrick CoupéBoris MansencalMichaël ClémentRémi GiraudBaudouin Denis de SennevilleVinh-Thong TaVincent LepetitJosé V. Manjon
2019-06-05
Fully Automated Pancreas Segmentation with Two-stage 3D Convolutional Neural Networks
Ningning ZhaoNuo TongDan RuanKe Sheng
2019-06-05
End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-On
Thibaut IssenhuthJérémie MaryClément Calauzènes
2019-06-04
A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities
| Simon A. A. KohlBernardino Romera-ParedesKlaus H. Maier-HeinDanilo Jimenez RezendeS. M. Ali EslamiPushmeet KohliAndrew ZissermanOlaf Ronneberger
2019-05-30
Coherent Semantic Attention for Image Inpainting
| Hongyu LiuBin JiangYi XiaoChao Yang
2019-05-29
Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT
Philipp SeeböckJosé Ignacio OrlandoThomas SchleglSebastian M. WaldsteinHrvoje BogunovićSophie KlimschaGeorg LangsUrsula Schmidt-Erfurth
2019-05-29
WPU-Net: Boundary Learning by Using Weighted Propagation in Convolution Network
| Boyuan MaChuni LiuXiaojuan BanHao WangWeihua XueHaiyou Huang
2019-05-22
Underwater Color Restoration Using U-Net Denoising Autoencoder
Yousif HashishoMohamad AlbadawiTom KrauseUwe Freiherr von Lukas
2019-05-22
U-Net Based Multi-instance Video Object Segmentation
Heguang LiuJingle Jiang
2019-05-19
A 2D dilated residual U-Net for multi-organ segmentation in thoracic CT
Sulaiman VesalNishant RavikumarAndreas Maier
2019-05-19
Learning-based Single-step Quantitative Susceptibility Mapping Reconstruction Without Brain Extraction
Hongjiang WeiSteven CaoYuyao ZhangXiaojun GuanFuhua YanKristen W. YeomChunlei Liu
2019-05-15
T-Net: Nested encoder-decoder architecture for the main vessel segmentation in coronary angiography
Tae Joon JunJihoon KweonYoung-Hak KimDaeyoung Kim
2019-05-10
Semantic Segmentation of Seismic Images
Daniel CivitareseDaniela SzwarcmanEmilio Vital BrazilBianca Zadrozny
2019-05-10
QSMGAN: Improved Quantitative Susceptibility Mapping using 3D Generative Adversarial Networks with Increased Receptive Field
Yicheng ChenAngela JakarySivakami AvadiappanChristopher P. HessJanine M. Lupo
2019-05-08
Learning Raw Image Denoising with Bayer Pattern Unification and Bayer Preserving Augmentation
| Jiaming LiuChi-Hao WuYuzhi WangQin XuYuqian ZhouHaibin HuangChuan WangShaofan CaiYifan DingHaoqiang FanJue Wang
2019-04-29
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint
Uday KamalThamidul Islam TonmoySowmitra Dasand Md. Kamrul Hasan
2019-04-26
Skin Cancer Segmentation and Classification with NABLA-N and Inception Recurrent Residual Convolutional Networks
Md Zahangir AlomTheus AspirasTarek M. TahaVijayan K. Asari
2019-04-25
Ultrasound segmentation using U-Net: learning from simulated data and testing on real data
Bahareh BehboodiHassan Rivaz
2019-04-24
Chunkflow: Distributed Hybrid Cloud Processing of Large 3D Images by Convolutional Nets
| Jingpeng WuWilliam M. SilversmithKisuk LeeH. Sebastian Seung
2019-04-23
Deep Q Learning Driven CT Pancreas Segmentation with Geometry-Aware U-Net
Yunze ManYangsibo HuangJunyi FengXi LiFei Wu
2019-04-19
Advanced Deep Convolutional Neural Network Approaches for Digital Pathology Image Analysis: a comprehensive evaluation with different use cases
Md Zahangir AlomTheus AspirasTarek M. TahaVijayan K. AsariTJ BowenDave BilliterSimon Arkell
2019-04-19
USE-Net: incorporating Squeeze-and-Excitation blocks into U-Net for prostate zonal segmentation of multi-institutional MRI datasets
Leonardo RundoChanghee HanYudai NaganoJin ZhangRyuichiro HatayaCarmelo MilitelloAndrea TangherloniMarco S. NobileClaudio FerrettiDaniela BesozziMaria Carla GilardiSalvatore VitabileGiancarlo MauriHideki NakayamaPaolo Cazzaniga
2019-04-17
Learning Pyramid-Context Encoder Network for High-Quality Image Inpainting
| Yanhong ZengJianlong FuHongyang ChaoBaining Guo
2019-04-16
Suction Grasp Region Prediction using Self-supervised Learning for Object Picking in Dense Clutter
Quanquan ShaoJie HuWeiming WangYi FangWenhai LiuJin QiJin Ma
2019-04-16
UNI-EM: An Environment for Deep Neural Network-Based Automated Segmentation of Neuronal Electron Microscopic Images
| Hidetoshi UrakuboTorsten BullmannYoshiyuki KubotaShigeyuki ObaShin Ishii
2019-04-12
Retinal Vessels Segmentation Based on Dilated Multi-Scale Convolutional Neural Network
Yun JiangNing TanTingting PengHai Zhang
2019-04-11
Deep Learning Inversion of Electrical Resistivity Data
Bin LiuQian GuoShucai LiBenchao LiuYuxiao RenYonghao PangXu GuoLanbo LiuPeng Jiang
2019-04-10
Simulation of hyperelastic materials in real-time using Deep Learning
Andrea MendizabalPablo Márquez-NeilaStéphane Cotin
2019-04-10
Audio Source Separation via Multi-Scale Learning with Dilated Dense U-Nets
Vivek Sivaraman NarayanaswamySameeksha KatochJayaraman J. ThiagarajanHuan SongAndreas Spanias
2019-04-08
3D Dilated Multi-Fiber Network for Real-time Brain Tumor Segmentation in MRI
| Chen ChenXiaopeng LiuMeng DingJunfeng ZhengJiangyun Li
2019-04-06
3DQ: Compact Quantized Neural Networks for Volumetric Whole Brain Segmentation
Magdalini PaschaliStefano GasperiniAbhijit Guha RoyMichael Y. -S. FangNassir Navab
2019-04-05
Revealing Scenes by Inverting Structure from Motion Reconstructions
Francesco PittalugaSanjeev J. KoppalSing Bing KangSudipta N. Sinha
2019-04-05
UU-Nets Connecting Discriminator and Generator for Image to Image Translation
Wu Jionghao
2019-04-04
Segmentation of the Prostatic Gland and the Intraprostatic Lesions on Multiparametic MRI Using Mask-RCNN
Zhenzhen DaiEric CarverChang LiuJoon LeeAharon FeldmanWeiwei ZongMilan PantelicMohamed ElshaikhNing Wen
2019-04-04
Spherical U-Net on Cortical Surfaces: Methods and Applications
Fenqiang ZhaoShunren XiaZhengwang WuDingna DuanLi WangWeili LinJohn H GilmoreDinggang ShenGang Li
2019-04-01
Spatio-Temporal Deep Learning-Based Undersampling Artefact Reduction for 2D Radial Cine MRI with Limited Data
Andreas KoflerMarc DeweyTobias SchaeffterChristian WaldChristoph Kolbitsch
2019-04-01
CNN-based Prostate Zonal Segmentation on T2-weighted MR Images: A Cross-dataset Study
Leonardo RundoChanghee HanJin ZhangRyuichiro HatayaYudai NaganoCarmelo MilitelloClaudio FerrettiMarco S. NobileAndrea TangherloniMaria Carla GilardiSalvatore VitabileHideki NakayamaGiancarlo Mauri
2019-03-29
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection
Yun LiuMing-Ming ChengXinyu ZhangGuang-Yu NieMeng Wang
2019-03-28
W-Net: Reinforced U-Net for Density Map Estimation
Varun Kannadi ValloliKinal Mehta
2019-03-27
Deep segmentation networks predict survival of non-small cell lung cancer
| Stephen BaekYusen HeBryan G. AllenJohn M. BuattiBrian J. SmithLing TongZhiyu SunJia WuMaximilian DiehnBilly W. LooKristin A. PlichtaSteven N. SeyedinMaggie GannonKatherine R. CabelYusung KimXiaodong Wu
2019-03-26
Overcoming Small Minirhizotron Datasets Using Transfer Learning
Weihuang XuGuohao YuAlina ZareBrendan ZurwellerDiane RowlandJoel Reyes-CabreraFelix B FritschiRoser MatamalaThomas E. Juenger
2019-03-22
Deep Learning with Anatomical Priors: Imitating Enhanced Autoencoders in Latent Space for Improved Pelvic Bone Segmentation in MRI
Duc Duy PhamGurbandurdy DovletovSebastian WarwasStefan LandgraeberMarcus JägerJosef Pauli
2019-03-21
Dilated deeply supervised networks for hippocampus segmentation in MRI
| Lukas FolleSulaiman VesalNishant RavikumarAndreas Maier
2019-03-20
ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling
Bing YuHaoteng YinZhanxing Zhu
2019-03-13
Connection Sensitive Attention U-NET for Accurate Retinal Vessel Segmentation
Ruirui LiMingming LiJiacheng LiYating Zhou
2019-03-13
CE-Net: Context Encoder Network for 2D Medical Image Segmentation
| Zaiwang GuJun ChengHuazhu FuKang ZhouHuaying HaoYitian ZhaoTianyang ZhangShenghua GaoJiang Liu
2019-03-07
Phase-aware Speech Enhancement with Deep Complex U-Net
| Hyeong-Seok ChoiJang-Hyun KimJaesung HuhAdrian KimJung-Woo HaKyogu Lee
2019-03-07
Probability Map Guided Bi-directional Recurrent UNet for Pancreas Segmentation
Jun LiXiaozhu LinHui CheHao LiXiaohua Qian
2019-03-03
MDS-Net: A Model-Driven Stack-Based Fully Convolutional Network for Pancreas Segmentation
Hao LiJun LiXiaozhu LinXiaohua Qian
2019-03-03
Segmentation of Roots in Soil with U-Net
| Abraham George SmithJens PetersenRaghavendra SelvanCamilla Ruø Rasmussen
2019-02-28
U-NetPlus: A Modified Encoder-Decoder U-Net Architecture for Semantic and Instance Segmentation of Surgical Instrument
S. M. Kamrul HasanCristian A. Linte
2019-02-24
Deep CNN-based Speech Balloon Detection and Segmentation for Comic Books
| David DubrayJochen Laubrock
2019-02-21
Automatic Segmentation of Pulmonary Lobes Using a Progressive Dense V-Network
Abdullah-Al-Zubaer ImranAli HatamizadehShilpa P. AnanthXiaowei DingDemetri TerzopoulosNima Tajbakhsh
2019-02-18
Extended 2D Consensus Hippocampus Segmentation
| Diedre CarmoBruna SilvaClarissa YasudaLetícia RittnerRoberto Lotufo
2019-02-12
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation
| Nabil IbtehazM. Sohel Rahman
2019-02-11
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentation
| Balamurali MurugesanKaushik SarveswaranSharath M ShankaranarayanaKeerthi RamMohanasankar Sivaprakasam
2019-02-11
Sinogram interpolation for sparse-view micro-CT with deep learning neural network
Xu DongSwapnil VekhandeGuohua Cao
2019-02-09
FocusNet: An attention-based Fully Convolutional Network for Medical Image Segmentation
Chaitanya KaulSuresh ManandharNick Pears
2019-02-08
Automatic Lesion Boundary Segmentation in Dermoscopic Images with Ensemble Deep Learning Methods
Manu GoyalAmanda OakleyPriyanka BansalDarren DanceyMoi Hoon Yap
2019-02-02
Projection-Based 2.5D U-net Architecture for Fast Volumetric Segmentation
Christoph AngermannMarkus HaltmeierRuth SteigerSergiy Pereverzyev JrElke Gizewski
2019-02-01
Mask-RCNN and U-net Ensembled for Nuclei Segmentation
| Aarno Oskar VuolaSaad Ullah AkramJuho Kannala
2019-01-29
TUNet: Incorporating segmentation maps to improve classification
Yijun Tian
2019-01-27
ACNN: a Full Resolution DCNN for Medical Image Segmentation
Xiao-Yun ZhouJian-Qing ZhengPeichao LiGuang-Zhong Yang
2019-01-26
Deep Convolutional Encoder-Decoders with Aggregated Multi-Resolution Skip Connections for Skin Lesion Segmentation
Ahmed H. ShahinKarim AmerMustafa A. Elattar
2019-01-26
Joint shape learning and segmentation for medical images using a minimalistic deep network
Balamurali MurugesanKaushik SarveswaranSharath M ShankaranarayanaKeerthi RamMohanasankar Sivaprakasam
2019-01-25
U2-Net: A Bayesian U-Net model with epistemic uncertainty feedback for photoreceptor layer segmentation in pathological OCT scans
José Ignacio OrlandoPhilipp SeeböckHrvoje BogunovićSophie KlimschaChristoph GrechenigSebastian WaldsteinBianca S. GerendasUrsula Schmidt-Erfurth
2019-01-23
A deep Convolutional Neural Network for topology optimization with strong generalization ability
Yiquan ZhangBo PengXiaoyi ZhouCheng XiangDalei Wang
2019-01-23
Learning Mutually Local-global U-nets For High-resolution Retinal Lesion Segmentation in Fundus Images
Zizheng YanXiaoguang HanChangmiao WangYuda QiuZixiang XiongShuguang Cui
2019-01-18
Residual Pyramid FCN for Robust Follicle Segmentation
Zhewei WangWeizhen CaiCharles D. SmithNoriko KantakeThomas J. RosolJundong Liu
2019-01-11
Learning-based Optimization of the Under-sampling Pattern in MRI
| Cagla Deniz BahadirAdrian V. DalcaMert R. Sabuncu
2019-01-07
Leishmaniasis Parasite Segmentation and Classification using Deep Learning
Marc GórrizAlbert AparicioBerta RaventósVerónica VilaplanaElisa SayrolDaniel López-Codina
2018-12-30
Fully Automatic Segmentation of Sublingual Veins from Retrained U-Net Model for Few Near Infrared Images
Tingxiao YangYuichiro YoshimuraAkira MoritaTakao NamikiToshiya Nakaguchi
2018-12-22
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method
Haruki ImaiSamuel MatzekTung D. LeYasushi NegishiKiyokuni Kawachiya
2018-12-19
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection
| Nian LiuJunwei HanMing-Hsuan Yang
2018-12-15
Automatic quantification of the LV function and mass: a deep learning approach for cardiovascular MRI
Ariel H. CurialeFlavio D. ColavecchiaGerman Mato
2018-12-14
Fast Mitochondria Detection for Connectomics
Vincent CasserKai KangHanspeter PfisterDaniel Haehn
2018-12-14
CFUN: Combining Faster R-CNN and U-net Network for Efficient Whole Heart Segmentation
| Zhanwei XuZiyi WuJianjiang Feng
2018-12-12
Accuracy, Uncertainty, and Adaptability of Automatic Myocardial ASL Segmentation using Deep CNN
Hung P. DoYi GuoAndrew J. YoonKrishna S. Nayak
2018-12-10
Non-local U-Net for Biomedical Image Segmentation
| Zhengyang WangNa ZouDinggang ShenShuiwang Ji
2018-12-10
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss
Shuman JiaAntoine DespinasseZihao WangHervé DelingetteXavier PennecPierre JaïsHubert CochetMaxime Sermesant
2018-12-06
Cerebrovascular Network Segmentation on MRA Images with Deep Learning
| Pedro SanchesCyril MeyerVincent VigonBenoît Naegel
2018-12-04
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features
Xue FengNicholas TustisonCraig Meyer
2018-12-03
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation
Jiawei ZhangYuzhen JinJilan XuXiaowei XuYanchun Zhang
2018-12-02
Networks for Nonlinear Diffusion Problems in Imaging
Simon ArridgeAndreas Hauptmann
2018-11-29
Skin lesion segmentation using U-Net and good training strategies
Fred GuthTeofilo E. deCampos
2018-11-27
Automatic Seismic Salt Interpretation with Deep Convolutional Neural Networks
Yu ZengKebei JiangJie Chen
2018-11-24
Retina U-Net: Embarrassingly Simple Exploitation of Segmentation Supervision for Medical Object Detection
| Paul F. JaegerSimon A. A. KohlSebastian BickelhauptFabian IsenseeTristan Anselm KuderHeinz-Peter SchlemmerKlaus H. Maier-Hein
2018-11-21
Integrating Reinforcement Learning to Self Training for Pulmonary Nodule Segmentation in Chest X-rays
Sejin ParkWoochan HwangKyu-Hwan Jung
2018-11-21
Graph Refinement based Airway Extraction using Mean-Field Networks and Graph Neural Networks
Raghavendra SelvanThomas KipfMax WellingAntonio Garcia-Uceda JuarezJesper H PedersenJens PetersenMarleen de Bruijne
2018-11-21
Automatic salt deposits segmentation: A deep learning approach
| Mikhail KarchevskiyInsaf AshrapovLeonid Kozinkin
2018-11-21
M2U-Net: Effective and Efficient Retinal Vessel Segmentation for Resource-Constrained Environments
Tim LaibacherTillman WeydeSepehr Jalali
2018-11-19
Localisation via Deep Imagination: learn the features not the map
Jaime SpencerOscar MendezRichard BowdenSimon Hadfield
2018-11-19
A Pretrained DenseNet Encoder for Brain Tumor Segmentation
Jean Stawiaski
2018-11-19
IVD-Net: Intervertebral disc localization and segmentation in MRI with a multi-modal UNet
| Jose DolzChristian DesrosiersIsmail Ben Ayed
2018-11-19
Automatic Brain Structures Segmentation Using Deep Residual Dilated U-Net
Hongwei LiAndrii ZhygalloBjoern Menze
2018-11-10
The Method of Multimodal MRI Brain Image Segmentation Based on Differential Geometric Features
Yongpei ZhuZicong ZhouGuojun LiaoQianxi YangKehong Yuan
2018-11-10
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery
Geesara PrathapIlya Afanasyev
2018-11-10
Microscopic Nuclei Classification, Segmentation and Detection with improved Deep Convolutional Neural Network (DCNN) Approaches
Md Zahangir AlomChris YakopcicTarek M. TahaVijayan K. Asari
2018-11-08
ColorUNet: A convolutional classification approach to colorization
Vincent BillautMatthieu de RochemonteixMarc Thibault
2018-11-07
Deep feature transfer between localization and segmentation tasks
Szu-Yeu HuAndrew BeersKen ChangKathi HöbelJ. Peter CampbellDeniz ErdogumusStratis IoannidisJennifer DyMichael F. ChiangJayashree Kalpathy-CramerJames M. Brown
2018-11-06
RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scans
Qiangguo JinZhaopeng MengChangming SunLeyi WeiRan Su
2018-11-04
DUNet: A deformable network for retinal vessel segmentation
Qiangguo JinZhaopeng MengTuan D. PhamQi ChenLeyi WeiRan Su
2018-11-03
Ischemic Stroke Lesion Segmentation in CT Perfusion Scans using Pyramid Pooling and Focal Loss
S. Mazdak AbulnagaJonathan Rubin
2018-11-02
A Hybrid Frequency-domain/Image-domain Deep Network for Magnetic Resonance Image Reconstruction
| Roberto SouzaRichard Frayne
2018-10-30
A Miniaturized Semantic Segmentation Method for Remote Sensing Image
| Shou-Yu ChenGuang-Sheng ChenWei-Peng Jing
2018-10-27
Building Footprint Generation Using Improved Generative Adversarial Networks
Yilei ShiQingyu LiXiao Xiang Zhu
2018-10-26
Spectrogram-channels u-net: a source separation model viewing each channel as the spectrogram of each source
Jaehoon OhDuyeon KimSe-Young Yun
2018-10-26
Baseline Detection in Historical Documents using Convolutional U-Nets
Michael FinkThomas LayerGeorg MackenbrockMichael Sprinzl
2018-10-22
Single Image Haze Removal using a Generative Adversarial Network
| Bharath Raj N.Venkateswaran N
2018-10-22
Left Ventricle Segmentation via Optical-Flow-Net from Short-axis Cine MRI: Preserving the Temporal Coherence of Cardiac Motion
Wenjun YanYuanyuan WangZeju LiRob J. van der GeestQian Tao
2018-10-20
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation
| Nabila AbrahamNaimul Mefraz Khan
2018-10-18
MRI Reconstruction via Cascaded Channel-wise Attention Network
| Qiaoying HuangDong YangPengxiang WuHui QuJingru YiDimitris Metaxas
2018-10-18
Deep Learning Methods for Reynolds-Averaged Navier-Stokes Simulations of Airfoil Flows
| Nils ThuereyKonstantin WeissenowLukas PrantlXiangyu Hu
2018-10-18
LadderNet: Multi-path networks based on U-Net for medical image segmentation
| Juntang Zhuang
2018-10-17
Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities
Jose DolzIsmail Ben AyedChristian Desrosiers
2018-10-16
Bottleneck Supervised U-Net for Pixel-wise Liver and Tumor Segmentation
Song LiGeoffrey Kwok Fai Tso
2018-10-16
U-Net: Machine Reading Comprehension with Unanswerable Questions
| Fu SunLinyang LiXipeng QiuYang Liu
2018-10-12
A Novel Domain Adaptation Framework for Medical Image Segmentation
Amir GholamiShashank SubramanianVarun ShenoyNaveen HimthaniXiangyu YueSicheng ZhaoPeter JinGeorge BirosKurt Keutzer
2018-10-11
Comparison of U-net-based Convolutional Neural Networks for Liver Segmentation in CT
Hans MeineGrzegorz ChlebusMohsen GhafoorianItaru EndoAndrea Schenk
2018-10-09
Improving the Segmentation of Anatomical Structures in Chest Radiographs using U-Net with an ImageNet Pre-trained Encoder
Maayan Frid-AdarAvi Ben-CohenRula AmerHayit Greenspan
2018-10-04
Extreme Augmentation : Can deep learning based medical image segmentation be trained using a single manually delineated scan?
Bilwaj GaonkarMatthew EdwardsAlex BuiMatthew BrownLuke Macyszyn
2018-10-03
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation
| Fabian IsenseeJens PetersenAndre KleinDavid ZimmererPaul F. JaegerSimon KohlJakob WasserthalGregor KoehlerTobias NorajitraSebastian WirkertKlaus H. Maier-Hein
2018-09-27
No New-Net
Fabian IsenseePhilipp KickingerederWolfgang WickMartin BendszusKlaus H. Maier-Hein
2018-09-27
Human activity recognition based on time series analysis using U-Net
Yong ZhangYu ZhangZhao ZhangJie BaoYunpeng Song
2018-09-20
U-Net for MAV-based Penstock Inspection: an Investigation of Focal Loss in Multi-class Segmentation for Corrosion Identification
Ty NguyenTolga OzaslanIan D. MillerJames KellerGiuseppe LoiannoCamillo J. TaylorDaniel D. LeeVijay KumarJoseph H. HarwoodJennifer Wozencraft
2018-09-18
A Study on Deep Learning Based Sauvegrain Method for Measurement of Puberty Bone Age
Seung Bin BaikKeum Gang Cha
2018-09-18
Left Ventricle Segmentation and Volume Estimation on Cardiac MRI using Deep Learning
Ehab AbdelmaguidJolene HuangSanjay KenchareddyDisha SinglaLaura WilkeMai H. NguyenIlkay Altintas
2018-09-14
Normalization in Training U-Net for 2D Biomedical Semantic Segmentation
Xiao-Yun ZhouGuang-Zhong Yang
2018-09-11
Saliency Detection in 360° Videos
Ziheng ZhangYanyu XuJingyi YuShenghua Gao
2018-09-01
A Unified Mammogram Analysis Method via Hybrid Deep Supervision
| Rongzhao ZhangHan ZhangAlbert C. S. Chung
2018-08-31
Improved Breast Mass Segmentation in Mammograms with Conditional Residual U-net
Heyi LiDongdong ChenBill NailonMike DaviesDave Laurenson
2018-08-27
Facial Information Recovery from Heavily Damaged Images using Generative Adversarial Network- PART 1
Pushparaja Murugan
2018-08-27
Organ at Risk Segmentation in Head and Neck CT Images by Using a Two-Stage Segmentation Framework Based on 3D U-Net
Yueyue WangLiang ZhaoZhijian SongManning Wang
2018-08-25
Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks
| Abhijit Guha RoyNassir NavabChristian Wachinger
2018-08-23
Rethinking Monocular Depth Estimation with Adversarial Training
Richard ChenFaisal MahmoodAlan YuilleNicholas J. Durr
2018-08-22
CU-Net: Coupled U-Nets
| Zhiqiang TangXi PengShijie GengYizhe ZhuDimitris N. Metaxas
2018-08-20
CapsDeMM: Capsule network for Detection of Munro's Microabscess in skin biopsy images
| Anabik PalAkshay ChaturvediUtpal GarainAditi ChandraRaghunath ChatterjeeSwapan Senapati
2018-08-20
Deep Mask For X-ray Based Heart Disease Classification
Xupeng ChenBinbin Shi
2018-08-19
Epithelium segmentation using deep learning in H&E-stained prostate specimens with immunohistochemistry as reference standard
Wouter BultenPéter BándiJeffrey HovenRob van de LooJohannes LotzNick WeissJeroen van der LaakBram van GinnekenChristina Hulsbergen-van de KaaGeert Litjens
2018-08-17
AnatomyNet: Deep Learning for Fast and Fully Automated Whole-volume Segmentation of Head and Neck Anatomy
Wentao ZhuYufang HuangLiang ZengXuming ChenYong LiuZhen QianNan DuWei FanXiaohui Xie
2018-08-15
ScarGAN: Chained Generative Adversarial Networks to Simulate Pathological Tissue on Cardiovascular MR Scans
Felix LauTom HendriksJesse Lieman-SifryBerk NormanSean SallDaniel Golden
2018-08-14
Fully-Automated Analysis of Body Composition from CT in Cancer Patients Using Convolutional Neural Networks
Christopher P. BridgeMichael RosenthalBradley WrightGopal KotechaFlorian FintelmannFabian TroschelNityanand MiskinKhanant DesaiWilliam WrobelAna BabicNatalia KhalafLauren BraisMarisa WelchCaitlin ZellersNeil TenenholtzMark MichalskiBrian WolpinKatherine Andriole
2018-08-11
Multi-Estimator Full Left Ventricle Quantification through Ensemble Learning
Jiasha LiuXiang LiHui RenQuanzheng Li
2018-08-06
A Multi-task Framework for Skin Lesion Detection and Segmentation
Sulaiman VesalShreyas Malakarjun PatilNishant RavikumarAndreas Maier
2018-08-05
Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI
Sulaiman VesalNishant RavikumarAndreas Maier
2018-08-05
Deep End-to-end Fingerprint Denoising and Inpainting
| Youness Mansar
2018-07-31
DeepSPINE: Automated Lumbar Vertebral Segmentation, Disc-level Designation, and Spinal Stenosis Grading Using Deep Learning
Jen-Tang LuStefano PedemonteBernardo BizzoSean DoyleKatherine P. AndrioleMark H. MichalskiR. Gilberto GonzalezStuart R. Pomerantz
2018-07-26
MRI to FDG-PET: Cross-Modal Synthesis Using 3D U-Net For Multi-Modal Alzheimer's Classification
Apoorva SikkaSkand Vishwanath PeriDeepti. R. Bathula
2018-07-26
Multi-Resolution Networks for Semantic Segmentation in Whole Slide Images
Feng GuNikolay BurlutskiyMats AnderssonLena Kajland Wilen
2018-07-25
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net
Yue ZhangWanli ChenYifan ChenXiaoying Tang
2018-07-21
Automatic segmentation of skin lesions using deep learning
| Joshua Peter EbenezerJagath C. Rajapakse
2018-07-13
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor Segmentation
| Yi-Jie HuangQi DouZi-Xian WangLi-Zhi LiuYing JinChao-Feng LiLisheng WangHao ChenRui-Hua Xu
2018-06-27
Fully Convolutional Networks for Automated Segmentation of Abdominal Adipose Tissue Depots in Multicenter Water-Fat MRI
| Taro LangnerAnders HedströmKatharina MörwaldDaniel WeghuberAnders ForslundPeter BergstenHåkan AhlströmJoel Kullberg
2018-06-26
SkinNet: A Deep Learning Framework for Skin Lesion Segmentation
Sulaiman VesalNishant RavikumarAndreas Maier
2018-06-25
Synaptic partner prediction from point annotations in insect brains
Julia BuhmannRenate KrauseRodrigo Ceballos LentiniNils EcksteinMatthew CookSrinivas TuragaJan Funke
2018-06-21
Automatic detection of lumen and media in the IVUS images using U-Net with VGG16 Encoder
Chirag BalakrishnaSarshar DadashzadehSara Soltaninejad
2018-06-20
Automatic segmentation of prostate zones
Germonda MooijInes BagulhoHenkjan Huisman
2018-06-19
Fully Convolutional Network for Automatic Road Extraction from Satellite Imagery
Alexander V. BuslaevSelim S. SeferbekovVladimir I. IglovikovAlexey A. Shvets
2018-06-13
A Probabilistic U-Net for Segmentation of Ambiguous Images
| Simon A. A. KohlBernardino Romera-ParedesClemens MeyerJeffrey De FauwJoseph R. LedsamKlaus H. Maier-HeinS. M. Ali EslamiDanilo Jimenez RezendeOlaf Ronneberger
2018-06-13
Imperfect Segmentation Labels: How Much Do They Matter?
Nicholas HellerJoshua DeanNikolaos Papanikolopoulos
2018-06-12
U-SegNet: Fully Convolutional Neural Network based Automated Brain tissue segmentation Tool
Pulkit KumarPravin NagarChetan AroraAnubha Gupta
2018-06-12
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation
| Daniel StollerSebastian EwertSimon Dixon
2018-06-08
Contextual Hourglass Networks for Segmentation and Density Estimation
Daniel Oñoro-RubioMathias Niepert
2018-06-08
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
Deep supervision with additional labels for retinal vessel segmentation task
Yishuo ZhangAlbert C. S. Chung
2018-06-06
Y-Net: Joint Segmentation and Classification for Diagnosis of Breast Biopsy Images
| Sachin MehtaEzgi MercanJamen BartlettDonald WeaveJoann G. ElmoreLinda Shapiro
2018-06-04
DocUNet: Document Image Unwarping via a Stacked U-Net
Ke MaZhixin ShuXue BaiJue WangDimitris Samaras
2018-06-01
Crowd Counting via Adversarial Cross-Scale Consistency Pursuit
| Zan ShenYi XuBingbing NiMinsi WangJianguo HuXiaokang Yang
2018-06-01
Deep Photo Enhancer: Unpaired Learning for Image Enhancement From Photographs With GANs
| Yu-Sheng ChenYu-Ching WangMan-Hsin KaoYung-Yu Chuang
2018-06-01
Fully Automated Organ Segmentation in Male Pelvic CT Images
Anjali BalagopalSamaneh KazemifarDan NguyenMu-Han LinRaquibul HannanAmir OwrangiSteve Jiang
2018-05-31
RUN:Residual U-Net for Computer-Aided Detection of Pulmonary Nodules without Candidate Selection
Tian LanYuanyuan LiJonah Kimani MurugiYi DingZhiguang Qin
2018-05-30
Microscopy Cell Segmentation via Convolutional LSTM Networks
Assaf ArbelleTammy Riklin Raviv
2018-05-29
Three-Dimensional Radiotherapy Dose Prediction on Head and Neck Cancer Patients with a Hierarchically Densely Connected U-net Deep Learning Architecture
Dan NguyenXun JiaDavid SherMu-Han LinZohaib IqbalHui LiuSteve Jiang
2018-05-25
Multi-level Wavelet-CNN for Image Restoration
| Pengju LiuHongzhi ZhangKai ZhangLiang LinWangmeng Zuo
2018-05-18
Deep Segmentation and Registration in X-Ray Angiography Video
| Athanasios VlontzosKrystian Mikolajczyk
2018-05-16
Fully Automated Segmentation of Hyperreflective Foci in Optical Coherence Tomography Images
Thomas SchleglHrvoje BogunovicSophie KlimschaPhilipp SeeböckAmir SadeghipourBianca GerendasSebastian M. WaldsteinGeorg LangsUrsula Schmidt-Erfurth
2018-05-08
Learning Short-Cut Connections for Object Counting
Daniel Oñoro-RubioMathias NiepertRoberto J. López-Sastre
2018-05-08
Stack-U-Net: Refinement Network for Image Segmentation on the Example of Optic Disc and Cup
Artem SevastopolskyStepan DrapakKonstantin KiselevBlake M. SnyderJeremy D. KeenanAnastasia Georgievskaya
2018-04-30
Spatial Image Steganography Based on Generative Adversarial Network
Jianhua YangKai LiuXiangui KangEdward K. WongYun-Qing Shi
2018-04-21
Segmentation of both Diseased and Healthy Skin from Clinical Photographs in a Primary Care Setting
Noel C. F. CodellaDaren AndersonTyler PhilipsAnthony PortoKevin MasseyJane SnowdonRogerio FerisJohn Smith
2018-04-16
Select, Attend, and Transfer: Light, Learnable Skip Connections
Saeid Asgari TaghanakiAicha BentaiebAnmol SharmaS. Kevin ZhouYefeng ZhengBogdan GeorgescuPuneet SharmaSasa GrbicZhoubing XuDorin ComaniciuGhassan Hamarneh
2018-04-14
Attention U-Net: Learning Where to Look for the Pancreas
| Ozan OktayJo SchlemperLoic Le FolgocMatthew LeeMattias HeinrichKazunari MisawaKensaku MoriSteven McDonaghNils Y HammerlaBernhard KainzBen GlockerDaniel Rueckert
2018-04-11
One Kernel to Solve Nearly Everything: Unified 3D Binary Convolutions for Image Analysis
MP HeinrichO OktayN Bouteldja
2018-04-11
Abdominal Aortic Aneurysm Segmentation with a Small Number of Training Subjects
Jian-Qing ZhengXiao-Yun ZhouQing-Biao LiCelia RigaGuang-Zhong Yang
2018-04-09
Classifying the Large Scale Structure of the Universe with Deep Neural Networks
Miguel A. Aragon-Calvo
2018-04-03
One-Shot Segmentation in Clutter
| Claudio MichaelisMatthias BethgeAlexander S. Ecker
2018-03-26
Multi-scale Processing of Noisy Images using Edge Preservation Losses
Nati OfirYosi Keller
2018-03-26
Quantitative Susceptibility Mapping using Deep Neural Network: QSMnet
Jaeyeon YoonEnhao GongItthi ChatnuntawechBerkin BilgicJingu LeeWoojin JungJingyu KoHosan JungKawin SetsompopGreg ZaharchukEung Yeop KimJohn PaulyJongho Lee
2018-03-15
Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge
| Fabian IsenseePhilipp KickingerederWolfgang WickMartin BendszusKlaus H. Maier-Hein
2018-02-28
Multiclass Weighted Loss for Instance Segmentation of Cluttered Cells
| Fidel A. Guerrero-PenaPedro D. Marrero FernandezTsang Ing RenMary YuiEllen RothenbergAlexandre Cunha
2018-02-21
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation
| Md Zahangir AlomMahmudul HasanChris YakopcicTarek M. TahaVijayan K. Asari
2018-02-20
Automated soft tissue lesion detection and segmentation in digital mammography using a u-net deep learning network
Timothy de MoorAlejandro Rodriguez-RuizAlbert Gubern MéridaRitse MannJonas Teuwen
2018-02-19
Bitewing Radiography Semantic Segmentation Base on Conditional Generative Adversarial Nets
Jiang YunTan NingZhang HaiPeng Tingting
2018-02-07
A Multiresolution Convolutional Neural Network with Partial Label Training for Annotating Reflectance Confocal Microscopy Images of Skin
Alican BozkurtKivanc KoseChristi Alessi-FoxMelissa GillDana H. BrooksJennifer G. DyMilind Rajadhyaksha
2018-02-05
Shift-Net: Image Inpainting via Deep Feature Rearrangement
| Zhaoyi YanXiaoming LiMu LiWangmeng ZuoShiguang Shan
2018-01-29
Staff line Removal using Generative Adversarial Networks
Aishik KonwerAyan Kumar BhuniaAbir BhowmickAnkan Kumar BhuniaPrithaj BanerjeePartha Pratim RoyUmapada Pal
2018-01-22
TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation
| Vladimir IglovikovAlexey Shvets
2018-01-17
Anatomical Data Augmentation For CNN based Pixel-wise Classification
Avi Ben-CohenEyal KlangMichal Marianne AmitaiJacob GoldbergerHayit Greenspan
2018-01-07
Towards dense object tracking in a 2D honeybee hive
| Katarzyna BozekLaetitia HebertAlexander S MikheyevGreg J Stephens
2017-12-22
Attenuation correction for brain PET imaging using deep neural network based on dixon and ZTE MR images
Kuang GongJaewon YangKyungsang KimGeorges El FakhriYoungho SeoQuanzheng Li
2017-12-17
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation
| Jose DolzChristian DesrosiersLi WangJing YuanDinggang ShenIsmail Ben Ayed
2017-12-14
Pediatric Bone Age Assessment Using Deep Convolutional Neural Networks
Vladimir IglovikovAlexander RakhlinAlexandr KalininAlexey Shvets
2017-12-13
Fully Automatic Segmentation of Lumbar Vertebrae from CT Images using Cascaded 3D Fully Convolutional Networks
Rens JanssensGuodong ZengGuoyan Zheng
2017-12-05
Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolation
| Huaizu JiangDeqing SunVarun JampaniMing-Hsuan YangErik Learned-MillerJan Kautz
2017-11-30
Road Extraction by Deep Residual U-Net
| Zhengxin ZhangQingjie LiuYunhong Wang
2017-11-29
EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies
| Redouane LguensatMiao SunRonan FabletEvan MasonPierre TandeoGe Chen
2017-11-10
Towards Automatic 3D Shape Instantiation for Deployed Stent Grafts: 2D Multiple-class and Class-imbalance Marker Segmentation with Equally-weighted Focal U-Net
Xiao-Yun Zhou Celia RigaSu-Lin LeeGuang-Zhong Yang
2017-11-04
Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation
Min TangZichen ZhangDana CobzasMartin JagersandJacob L. Jaremko
2017-10-31
Separation of Water and Fat Magnetic Resonance Imaging Signals Using Deep Learning with Convolutional Neural Networks
James W Goldfarb
2017-10-27
Real-Time Automatic Fetal Brain Extraction in Fetal MRI by Deep Learning
Seyed Sadegh Mohseni SalehiSeyed Raein HashemiClemente Velasco-AnnisAbdelhakim OuaalamJudy A. EstroffDeniz ErdogmusSimon K. WarfieldAli Gholipour
2017-10-25
Image Segmentation and Classification for Sickle Cell Disease using Deformable U-Net
Mo ZhangXiang LiMengjia XuQuanzheng Li
2017-10-23
GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks
| Xing DiVishwanath A. SindagiVishal M. Patel
2017-10-03
Skin Lesion Segmentation: U-Nets versus Clustering
Bill S. LinKevin MichaelShivam KalraH. R. Tizhoosh
2017-09-27
A feasibility study for predicting optimal radiation therapy dose distributions of prostate cancer patients from patient anatomy using deep learning
Dan NguyenTroy LongXun JiaWeiguo LuXuejun GuZohaib IqbalSteve Jiang
2017-09-26
Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome Reconstruction
| Jan FunkeFabian David TschoppWilliam GrisaitisArlo SheridanChandan SinghStephan SaalfeldSrinivas C. Turaga
2017-09-09
DeepUNet: A Deep Fully Convolutional Network for Pixel-level Sea-Land Segmentation
| Ruirui LiWenjie LiuLei YangShihao SunWei HuFan ZhangWei Li
2017-09-01
Framing U-Net via Deep Convolutional Framelets: Application to Sparse-view CT
| Yoseob HanJong Chul Ye
2017-08-28
Tags2Parts: Discovering Semantic Regions from Shape Tags
| Sanjeev MuralikrishnanVladimir G. KimSiddhartha Chaudhuri
2017-08-22
PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection
| Nian LiuJunwei HanMing-Hsuan Yang
2017-08-21
An Improved Neural Segmentation Method Based on U-NET
Chenyang XuMengxin Li
2017-08-16
Anisotropic EM Segmentation by 3D Affinity Learning and Agglomeration
Toufiq ParagFabian TschoppWilliam GrisaitisSrinivas C TuragaXuewen ZhangBrian MatejekLee KamentskyJeff W. LichtmanHanspeter Pfister
2017-07-27
Residual Conv-Deconv Grid Network for Semantic Segmentation
Damien FourureRémi EmonetElisa FromontDamien MuseletAlain TremeauChristian Wolf
2017-07-25
SHADHO: Massively Scalable Hardware-Aware Distributed Hyperparameter Optimization
Jeff KinnisonNathaniel Kremer-HermanDouglas ThainWalter Scheirer
2017-07-05
Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN
| Lvmin ZhangYi JiXin Lin
2017-06-11
Deep Learning for Isotropic Super-Resolution from Non-Isotropic 3D Electron Microscopy
Larissa HeinrichJohn A. BogovicStephan Saalfeld
2017-06-09
SegAN: Adversarial Network with Multi-scale $L_1$ Loss for Medical Image Segmentation
| Yuan XueTao XuHan ZhangRodney LongXiaolei Huang
2017-06-06
Neural Network-Based Automatic Liver Tumor Segmentation With Random Forest-Based Candidate Filtering
Grzegorz ChlebusHans MeineJan Hendrik MoltzAndrea Schenk
2017-06-02
Superhuman Accuracy on the SNEMI3D Connectomics Challenge
| Kisuk LeeJonathan ZungPeter LiViren JainH. Sebastian Seung
2017-05-31
GridNet with automatic shape prior registration for automatic MRI cardiac segmentation
Clement ZottiZhiming LuoAlain LalandeOlivier HumbertPierre-Marc Jodoin
2017-05-24
Deep Diagnostics: Applying Convolutional Neural Networks for Vessels Defects Detection
Stanislav FilippovArsenii MoiseevAndronenko Andrey
2017-05-17
Feature Tracking Cardiac Magnetic Resonance via Deep Learning and Spline Optimization
Davis M. VigneaultWeidi XieDavid A. BluemkeJ. Alison Noble
2017-04-12
Optic Disc and Cup Segmentation Methods for Glaucoma Detection with Modification of U-Net Convolutional Neural Network
| Artem Sevastopolsky
2017-04-04
Radio frequency interference mitigation using deep convolutional neural networks
Joel AkeretChihway ChangAurelien LucchiAlexandre Refregier
2016-09-28
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation
| Özgün ÇiçekAhmed AbdulkadirSoeren S. LienkampThomas BroxOlaf Ronneberger
2016-06-21
U-Net: Convolutional Networks for Biomedical Image Segmentation
| Olaf RonnebergerPhilipp FischerThomas Brox
2015-05-18

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