Methods > Computer Vision > Semantic Segmentation Models

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
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SAR-U-Net: squeeze-and-excitation block and atrous spatial pyramid pooling based residual U-Net for automatic liver CT segmentation
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Stefan OehmckeTzu Hsin Karen ChenAlexander V PrishchepovFabian Gieseke
2020-11-01
Encoding Clinical Priori in 3D Convolutional Neural Networks for Prostate Cancer Detection in bpMRI
Anindo SahaMatin HosseinzadehHenkjan Huisman
2020-10-31
RRScell method for automated single-cell profiling of multiplexed immunofluorescence cancer tissue
Alvason Zhenhua LiKarsten EichholzAnton SholukhDaniel StoneMichelle A. LoprienoKeith R. JeromeKhamsone PhasoukKurt DiemJia ZhuLawrence Corey
2020-10-30
Top 10 BraTS 2020 challenge solution: Brain tumor segmentation with self-ensembled, deeply-supervised 3D-Unet like neural networks
Theophraste HenryAlexandre CarreMarvin LerousseauTheo EstienneCharlotte RobertNikos ParagiosEric Deutsch
2020-10-30
Genetic U-Net: Automatically Designing Lightweight U-shaped CNN Architectures Using the Genetic Algorithm for Retinal Vessel Segmentation
Jiahong WeiZhun Fan
2020-10-29
Semi supervised segmentation and graph-based tracking of 3D nuclei in time-lapse microscopy
S. ShailjaJiaxiang JiangB. S. Manjunath
2020-10-26
What is the best data augmentation approach for brain tumor segmentation using 3D U-Net?
Marco Domenico CirilloDavid AbramianAnders Eklund
2020-10-26
Does contextual information improve 3D U-Net based brain tumor segmentation?
Iulian Emil TampuNeda Haj-HosseiniAnders Eklund
2020-10-26
Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopy
Debesh JhaSharib AliKrister EmanuelsenSteven A. HicksVajiraThambawitaEnrique Garcia-CejaMichael A. RieglerThomas de LangePeter T. SchmidtHåvard D. JohansenDag JohansenPål Halvorsen
2020-10-23
IPU-Net: Multi Scale Identity-Preserved U-Net for Low Resolution Face Recognition
Vahid Reza KhazaieNicky BayatYalda Mohsenzadeh
2020-10-23
Exploring Overcomplete Representations for Single Image Deraining using CNNs
| Rajeev YasarlaJeya Maria Jose ValanarasuVishal M. Patel
2020-10-20
The Effect of Spectrogram Reconstruction on Automatic Music Transcription: An Alternative Approach to Improve Transcription Accuracy
Kin Wai CheukYin-Jyun LuoEmmanouil BenetosDorien Herremans
2020-10-20
Unsupervised Machine Learning Discovery of Chemical Transformation Pathways from Atomically-Resolved Imaging Data
| Sergei V. KalininOndrej DyckAyana GhoshBobby G. SumpterMaxim Ziatdinov
2020-10-19
Brain Atlas Guided Attention U-Net for White Matter Hyperintensity Segmentation
| Zicong ZhangKimerly PowellChangchang YinShilei CaoDani GonzalezYousef HannawiPing Zhang
2020-10-19
Automated Iterative Training of Convolutional Neural Networks for Tree Skeleton Segmentation
Keenan GranlandRhys NewburyDavid TingChao Chen
2020-10-16
Semantic Segmentation for Partially Occluded Apple Trees Based on Deep Learning
Zijue ChenDavid TingRhys NewburyChao Chen
2020-10-14
Fast meningioma segmentation in T1-weighted MRI volumes using a lightweight 3D deep learning architecture
David BougetAndré PedersenSayied Abdol Mohieb HosaineyJohanna VanelOle SolheimIngerid Reinertsen
2020-10-14
Checkerboard-Artifact-Free Image-Enhancement Network Considering Local and Global Features
Yuma KinoshitaHitoshi Kiya
2020-10-13
Land Cover Semantic Segmentation Using ResUNet
Vasilis PollatosLoukas KouvarasEleni Charou
2020-10-13
Reconstruction of Quantitative Susceptibility Maps from Phase of Susceptibility Weighted Imaging with Cross-Connected ψ-Net
Zhiyang LuJun LiHongjian HeJun Shi
2020-10-12
Deep SVBRDF Estimation on Real Materials
Louis-Philippe AsselinDenis LaurendeauJean-François Lalonde
2020-10-08
Fast Fourier Transformation for Optimizing Convolutional Neural Networks in Object Recognition
Varsha NairMoitrayee ChatterjeeNeda TavakoliAkbar Siami NaminCraig Snoeyink
2020-10-08
Bone Feature Segmentation in Ultrasound Spine Image with Robustness to Speckle and Regular Occlusion Noise
Zixun HuangLi-Wen WangFrank H. F. LeungSunetra BanerjeeDe YangTimothy LeeJuan LyuSai Ho LingYong-Ping Zheng
2020-10-08
Image Translation for Medical Image Generation -- Ischemic Stroke Lesions
Moritz PlatscherJonathan ZopesChristian Federau
2020-10-05
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation
| Jeya Maria Jose ValanarasuVishwanath A. SindagiIlker HacihalilogluVishal M. Patel
2020-10-04
Adaptive Neural Layer for Globally Filtered Segmentation
Viktor ShipitsinIaroslav BespalovDmitry V. Dylov
2020-10-02
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors
Zhe JiangMarcus Stephen KirbyWenchong HeArpan Man Sainju
2020-10-02
Automatic Deep Learning System for COVID-19 Infection Quantification in chest CT
Omar Ibrahim Alirr
2020-10-01
DEEPMIR: A DEEP convolutional neural network for differential detection of cerebral Microbleeds and IRon deposits in MRI
Tanweer RashidAhmed AbdulkadirIlya M. NasrallahJeffrey B. WarePascal SpincemailleJ. Rafael RomeroR. Nick BryanSusan R. HeckbertMohamad Habes
2020-09-30
Numerical investigation of minimum drag profiles in laminar flow using deep learning surrogates
Li-Wei ChenBerkay Alp CakalXiangyu HuNils Thuerey
2020-09-29
Fully Automatic Intervertebral Disc Segmentation Using Multimodal 3D U-Net
Chuanbo WangYe GuoWei ChenZeyun Yu
2020-09-28
DPN: Detail-Preserving Network with High Resolution Representation for Efficient Segmentation of Retinal Vessels
Song Guo
2020-09-25
Style-invariant Cardiac Image Segmentation with Test-time Augmentation
Xiaoqiong HuangZejian ChenXin YangZhendong LiuYuxin ZouMingyuan LuoWufeng XueDong Ni
2020-09-24
Adversarial Brain Multiplex Prediction From a Single Network for High-Order Connectional Gender-Specific Brain Mapping
Ahmed NebliIslem Rekik
2020-09-24
Cloud Cover Nowcasting with Deep Learning
Léa BerthomierBruno PradelLior Perez
2020-09-24
GSR-Net: Graph Super-Resolution Network for Predicting High-Resolution from Low-Resolution Functional Brain Connectomes
Megi IsallariIslem Rekik
2020-09-23
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation
Ran GuGuotai WangTao SongRui HuangMichael AertsenJan DeprestSébastien OurselinTom VercauterenShaoting Zhang
2020-09-22
SESV: Accurate Medical Image Segmentation byPredicting and Correcting Errors
Yutong Xie; Jianpeng Zhang; Hao Lu; Chunhua Shen; Yong Xia
2020-09-21
Semi-supervised Semantic Segmentation of Organs at Risk on 3D Pelvic CT Images
Zhuangzhuang ZhangTianyu ZhaoHiram GayBaozhou SunWeixiong Zhang
2020-09-21
Impact of lung segmentation on the diagnosis and explanation of COVID-19 in chest X-ray images
Lucas O. TeixeiraRodolfo M. PereiraDiego BertoliniLuiz S. OliveiraLoris NanniYandre M. G. Costa
2020-09-21
Deep learning achieves radiologist-level performance of tumor segmentation in breast MRI
Lukas HirschMSYu HuangPhDShaojun LuoPhDCarolina Rossi SaccarelliMDRoberto Lo GulloMDIsaac Daimiel NaranjoMDAlmir G. V. BitencourtPhDNatsuko OnishiMDPhDEun Sook KoPhDDortis LeithnerMDDaly AvendanoMDSarah Eskreis-WinklerMDPhDMary HughesMDDanny F. MartinezMSKatja PinkerMDPhDKrishna JuluruMDAmin E. El-RowmeimMSMAPierre ElnajjarMSHedvig HricakMDElizabeth A. MorrisMDHernan A. MaksePhDLucas C ParraPhDElizabeth J. SuttonMD
2020-09-21
Brain tumour segmentation using cascaded 3D densely-connected U-net
Mina GhaffariArcot SowmyaRuth Oliver
2020-09-16
U-Net with Graph Based Smoothing Regularizer for Small Vessel Segmentation on Fundus Image
Lukman HakimNovanto YudistiraMuthusubash KavithaTakio Kurita
2020-09-16
Old Photo Restoration via Deep Latent Space Translation
| Ziyu WanBo ZhangDongdong ChenPan ZhangDong ChenJing LiaoFang Wen
2020-09-14
Adaptive Convolution Kernel for Artificial Neural Networks
F. Boray Tekİlker ÇamDeniz Karlı
2020-09-14
EfficientSeg: An Efficient Semantic Segmentation Network
Vahit Bugra YesilkaynakYusuf H. SahinGozde Unal
2020-09-14
GIA-Net: Global Information Aware Network for Low-light Imaging
Zibo MengRunsheng XuChiu Man Ho
2020-09-14
Multi-channel MRI Embedding: An EffectiveStrategy for Enhancement of Human Brain WholeTumor Segmentation
Apurva PandyaCatherine SamuelNisargkumar PatelVaibhavkumar PatelThangarajah Akilan
2020-09-13
Deep learning denoising for EOG artifacts removal from EEG signals
Najmeh MashhadiAbolfazl Zargari KhuzaniMorteza HeidariDonya Khaledyan
2020-09-12
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray Segmentation
Lipei ZhangAozhi LiuJing XiaoPaul Taylor
2020-09-11
Semantic Segmentation of Histopathological Slides for the Classification of Cutaneous Lymphoma and Eczema
Jérémy ScheurerClaudio FerrariLuis Berenguer Todo BomMichaela BeerWerner KempfLuis Haug
2020-09-10
Finite Group Equivariant Neural Networks for Games
Oisín CarrollJoeran Beel
2020-09-10
MU-GAN: Facial Attribute Editing based on Multi-attention Mechanism
| Ke ZhangYukun SuXiwang GuoLiang QiZhenbing Zhao
2020-09-09
Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks
Tabea KossenPooja SubramaniamVince I. MadaiAnja HennemuthKristian HildebrandAdam HilbertJan SobeskyMichelle LivneIvana GalinovicAhmed A. KhalilJochen B. FiebachDietmar Frey
2020-09-09
TRANSPR: Transparency Ray-Accumulating Neural 3D Scene Point Renderer
| Artem SevastopolskyMaria KolosVictor Lempitsky
2020-09-06
The 2ST-UNet for Pneumothorax Segmentation in Chest X-Rays using ResNet34 as a Backbone for U-Net
Ayat AbedallaMalak AbdullahMahmoud Al-AyyoubElhadj Benkhelifa
2020-09-06
Max-Fusion U-Net for Multi-Modal Pathology Segmentation with Attention and Dynamic Resampling
Haochuan JiangChengjia WangAgisilaos ChartsiasSotirios A. Tsaftaris
2020-09-05
VddNet: Vine Disease Detection Network Based on Multispectral Images and Depth Map
Mohamed KerkechAdel HafianeRaphael Canals
2020-09-03
Multi-Attention-Network for Semantic Segmentation of High-Resolution Remote Sensing Images
Rui LiShunyi ZhengChenxi DuanJianlin Su
2020-09-03
The Little W-Net That Could: State-of-the-Art Retinal Vessel Segmentation with Minimalistic Models
| Adrian GaldranAndré AnjosJosé DolzHadi ChakorHervé LombaertIsmail Ben Ayed
2020-09-03
Deep Learning to Detect Bacterial Colonies for the Production of Vaccines
Thomas BeznikPaul SmythGaël de LannoyJohn A. Lee
2020-09-02
Deep Generative Model for Image Inpainting with Local Binary Pattern Learning and Spatial Attention
| Haiwei WuJiantao ZhouYuanman Li
2020-09-02
Deep Hypergraph U-Net for Brain Graph Embedding and Classification
| Mert LostarIslem Rekik
2020-08-30
A Compact Deep Architecture for Real-time Saliency Prediction
Samad ZabihiHamed Rezazadegan TavakoliAli Borji
2020-08-30
Puzzle-AE: Novelty Detection in Images through Solving Puzzles
| Mohammadreza SalehiAinaz EftekharNiousha SadjadiMohammad Hossein RohbanHamid R. Rabiee
2020-08-29
W-Net: Dense Semantic Segmentation of Subcutaneous Tissue in Ultrasound Images by Expanding U-Net to Incorporate Ultrasound RF Waveform Data
Gautam Rajendrakumar GareJiayuan LiRohan JoshiMrunal Prashant VazeRishikesh MagarMichael YousefpourRicardo Luis RodriguezJohn Micheal Galeotti
2020-08-27
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural Networks
Steff FarleyJo E. A. HodgkinsonOliver M. GordonJoanna TurnerAndrea SoltoggioPhilip J. MoriartyEugenie Hunsicker
2020-08-27
Domain-Adversarial Learning for Multi-Centre, Multi-Vendor, and Multi-Disease Cardiac MR Image Segmentation
Cian M. ScannellAmedeo ChiribiriMitko Veta
2020-08-26
Vehicle Trajectory Prediction in Crowded Highway Scenarios Using Bird Eye View Representations and CNNs
R. IzquierdoA. QuintanarI. ParraD. Fernandez-LlorcaM. A. Sotelo
2020-08-26
NAS-DIP: Learning Deep Image Prior with Neural Architecture Search
Yun-Chun ChenChen GaoEsther RobbJia-Bin Huang
2020-08-26
Deep Active Learning in Remote Sensing for data efficient Change Detection
| Vít RůžičkaStefano D'AroncoJan Dirk WegnerKonrad Schindler
2020-08-25
"Name that manufacturer". Relating image acquisition bias with task complexity when training deep learning models: experiments on head CT
Giorgio Pietro BiondettiRomane GauriauChristopher P. BridgeCharles LuKatherine P. Andriole
2020-08-19
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data
Meng YeQiaoying HuangDong YangPengxiang WuJingru YiLeon AxelDimitris Metaxas
2020-08-18
Improving Emergency Response during Hurricane Season using Computer Vision
Marc BoschChristian ConroyBenjamin OrtizPhilip Bogden
2020-08-17
Deep Learning Based Source Separation Applied To Choir Ensembles
Darius PetermannPritish ChandnaHelena CuestaJordi BonadaEmilia Gomez
2020-08-17
Spontaneous preterm birth prediction using convolutional neural networks
Tomasz WłodarczykSzymon PłotkaPrzemysław RokitaNicole Sochacki-WójcickaJakub WójcickiMichał LipaTomasz Trzciński
2020-08-16
Automated Detection of Cortical Lesions in Multiple Sclerosis Patients with 7T MRI
Francesco La RosaErin S BeckAhmed AbdulkadirJean-Philippe ThiranDaniel S ReichPascal SatiMeritxell Bach Cuadra
2020-08-15
Feedback Attention for Cell Image Segmentation
Hiroki TsudaEisuke ShibuyaKazuhiro Hotta
2020-08-14
Using convolution neural networks to learn enhanced fiber orientation distribution models from commercially available diffusion magnetic resonance imaging
Oeslle LucenaSjoerd B. VosVejay VakhariaJohn DuncanKeyoumars AshkanRachel SparksSebastien Ourselin
2020-08-12
Bone Segmentation in Contrast Enhanced Whole-Body Computed Tomography
Patrick LeydonMartin O'ConnellDerek GreeneKathleen M Curran
2020-08-12
Pixel-level Corrosion Detection on Metal Constructions by Fusion of Deep Learning Semantic and Contour Segmentation
Iason KatsamenisEftychios ProtopapadakisAnastasios DoulamisNikolaos DoulamisAthanasios Voulodimos
2020-08-12
Uncertainty Quantification using Variational Inference for Biomedical Image Segmentation
| Abhinav Sagar
2020-08-12
GeLaTO: Generative Latent Textured Objects
Ricardo Martin-BruallaRohit PandeySofien BouazizMatthew BrownDan B Goldman
2020-08-11
Multimodal Image-to-Image Translation via Mutual Information Estimation and Maximization
Zhiwen ZuoQijiang XuHuiming ZhangZhizhong WangHaibo ChenAilin LiLei ZhaoWei XingDongming Lu
2020-08-08
Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images
| Sohini Roychowdhury
2020-08-07
Content based singing voice source separation via strong conditioning using aligned phonemes
Gabriel Meseguer-BrocalGeoffroy Peeters
2020-08-05
Global Voxel Transformer Networks for Augmented Microscopy
Zhengyang WangYaochen XieShuiwang Ji
2020-08-05
Central object segmentation by deep learning for fruits and other roundish objects
| Motohisa FukudaTakashi OkunoShinya Yuki
2020-08-04
Automated Segmentation of Brain Gray Matter Nuclei on Quantitative Susceptibility Mapping Using Deep Convolutional Neural Network
Chao ChaiPengchong QiaoBin ZhaoHuiying WangGuohua LiuHong WuE Mark HaackeWen ShenChen CaoXinchen YeZhiyang LiuShuang Xia
2020-08-03
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications
Hongliang LiTal MezheritskyLiset Vazquez RomagueraSamuel Kadoury
2020-08-03
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
Teaching neural networks to generate Fast Sunyaev Zel'dovich Maps
Leander ThieleFrancisco Villaescusa-NavarroDavid N. SpergelDylan NelsonAnnalisa Pillepich
2020-07-14
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
Orientation Attentive Robotic Grasp Synthesis with Augmented Grasp Map Representation
| Georgia ChalvatzakiNikolaos GkanatsiosPetros MaragosJan Peters
2020-06-09
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
CT-based COVID-19 Triage: Deep Multitask Learning Improves Joint Identification and Severity Quantification
Mikhail GoncharovMaxim PisovAlexey ShevtsovBoris ShirokikhAnvar KurmukovIvan BlokhinValeria CherninaAlexander SolovevVictor GombolevskiySergey MorozovMikhail Belyaev
2020-06-02
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
Deep Learning improves identification of Radio Frequency Interference
| Alireza Vafaei SadrBruce A. BassettNadeem OozeerYabebal FantayeChris Finlay
2020-05-18
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 primarily 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
Joint Visual-Temporal Embedding for Unsupervised Learning of Actions in Untrimmed Sequences
Rosaura G. VidalMataWalter J. ScheirerAnna KuklevaDavid CoxHilde Kuehne
2020-01-29
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 Two-step-training Deep Learning Framework for Real-time Computational Imaging without Physics Priors
Ruibo ShangKevin Hoffer-HawlikGeoffrey P. Luke
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
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
Machine Learning for Precipitation Nowcasting from Radar Images
| Shreya AgrawalLuke BarringtonCarla BrombergJohn BurgeCenk GazenJason Hickey
2019-12-11
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
Investigating U-Nets with various Intermediate Blocks for Spectrogram-based Singing Voice Separation
| Woosung ChoiMinseok KimJaehwa ChungDaewon LeeSoonyoung Jung
2019-12-02
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