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U-Net: Convolutional Networks for Biomedical Image Segmentation

U-Net: Convolutional Networks for Biomedical Image Segmentation

18 May 2015
Olaf Ronneberger
Philipp Fischer
Thomas Brox
    SSeg
    3DV
ArXivPDFHTML

Papers citing "U-Net: Convolutional Networks for Biomedical Image Segmentation"

50 / 9,933 papers shown
Title
Regularizing Deep Networks by Modeling and Predicting Label Structure
Regularizing Deep Networks by Modeling and Predicting Label Structure
Mohammadreza Mostajabi
Michael Maire
Gregory Shakhnarovich
NoLa
24
32
0
05 Apr 2018
A Multi-Stage Multi-Task Neural Network for Aerial Scene Interpretation
  and Geolocalization
A Multi-Stage Multi-Task Neural Network for Aerial Scene Interpretation and Geolocalization
Alina Marcu
Dragos Costea
E. Slusanschi
Marius Leordeanu
SSeg
24
33
0
04 Apr 2018
A Segmentation-aware Deep Fusion Network for Compressed Sensing MRI
A Segmentation-aware Deep Fusion Network for Compressed Sensing MRI
Zhiwen Fan
Liyan Sun
Xinghao Ding
Yue Huang
C. Cai
John Paisley
MedIm
30
27
0
04 Apr 2018
CodeSLAM - Learning a Compact, Optimisable Representation for Dense
  Visual SLAM
CodeSLAM - Learning a Compact, Optimisable Representation for Dense Visual SLAM
Michael Bloesch
J. Czarnowski
R. Clark
Stefan Leutenegger
Andrew J. Davison
MDE
3DH
35
370
0
03 Apr 2018
Fully automatic detection and segmentation of abdominal aortic thrombus
  in post-operative CTA images using deep convolutional neural networks
Fully automatic detection and segmentation of abdominal aortic thrombus in post-operative CTA images using deep convolutional neural networks
Karen López-Linares
Nerea Aranjuelo
L. Kabongo
G. Maclair
Nerea Lete
M. Ceresa
Ainhoa García-Familiar
I. Macía
M. A. G. Ballester
21
131
0
01 Apr 2018
Deep learning-based virtual histology staining using auto-fluorescence
  of label-free tissue
Deep learning-based virtual histology staining using auto-fluorescence of label-free tissue
Y. Rivenson
Hongda Wang
Zhensong Wei
Yibo Zhang
Harun Günaydın
Aydogan Ozcan
MedIm
3DV
22
504
0
30 Mar 2018
DIY Human Action Data Set Generation
DIY Human Action Data Set Generation
Mehran Khodabandeh
Hamid Reza Vaezi Joze
Ilya Zharkov
V. Pradeep
21
11
0
29 Mar 2018
Iterative Visual Reasoning Beyond Convolutions
Iterative Visual Reasoning Beyond Convolutions
Xinlei Chen
Li-Jia Li
Li Fei-Fei
Abhinav Gupta
LRM
GNN
46
214
0
29 Mar 2018
A Survey on Deep Learning Methods for Robot Vision
A Survey on Deep Learning Methods for Robot Vision
Javier Ruiz-del-Solar
P. Loncomilla
Naiomi Soto
31
60
0
28 Mar 2018
ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple
  Face Attributes
ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes
Taihong Xiao
Jiapeng Hong
Jinwen Ma
CVBM
24
200
0
28 Mar 2018
Adaptive Affinity Fields for Semantic Segmentation
Adaptive Affinity Fields for Semantic Segmentation
Tsung-Wei Ke
Jyh-Jing Hwang
Ziwei Liu
Stella X. Yu
16
191
0
27 Mar 2018
Learning Depth from Single Images with Deep Neural Network Embedding
  Focal Length
Learning Depth from Single Images with Deep Neural Network Embedding Focal Length
Lei He
Guanghui Wang
Zhanyi Hu
MDE
26
172
0
27 Mar 2018
A Multi-Discriminator CycleGAN for Unsupervised Non-Parallel Speech
  Domain Adaptation
A Multi-Discriminator CycleGAN for Unsupervised Non-Parallel Speech Domain Adaptation
Ehsan Hosseini-Asl
Yingbo Zhou
Caiming Xiong
R. Socher
16
54
0
27 Mar 2018
DeepVesselNet: Vessel Segmentation, Centerline Prediction, and
  Bifurcation Detection in 3-D Angiographic Volumes
DeepVesselNet: Vessel Segmentation, Centerline Prediction, and Bifurcation Detection in 3-D Angiographic Volumes
Giles Tetteh
Velizar Efremov
Nils D. Forkert
Matthias Schneider
Jan Kirschke
B. Weber
C. Zimmer
Marie Piraud
Bjoern H. Menze
MedIm
3DPC
28
213
0
25 Mar 2018
Learning Environmental Sounds with Multi-scale Convolutional Neural
  Network
Learning Environmental Sounds with Multi-scale Convolutional Neural Network
Boqing Zhu
Changjian Wang
Feng Liu
Jin Lei
Zengquan Lu
Yuxing Peng
20
64
0
25 Mar 2018
Entanglement-guided architectures of machine learning by quantum tensor
  network
Entanglement-guided architectures of machine learning by quantum tensor network
Yuhan Liu
Xiao Zhang
M. Lewenstein
Shi-Ju Ran
28
32
0
24 Mar 2018
LayoutNet: Reconstructing the 3D Room Layout from a Single RGB Image
LayoutNet: Reconstructing the 3D Room Layout from a Single RGB Image
Chuhang Zou
Alex Colburn
Qi Shan
Derek Hoiem
3DV
3DPC
18
237
0
23 Mar 2018
Generalizability vs. Robustness: Adversarial Examples for Medical
  Imaging
Generalizability vs. Robustness: Adversarial Examples for Medical Imaging
Magdalini Paschali
Sailesh Conjeti
Fernando Navarro
Nassir Navab
OOD
MedIm
AAML
16
92
0
23 Mar 2018
Deep learning and its application to medical image segmentation
Deep learning and its application to medical image segmentation
H. Roth
Chen Shen
H. Oda
M. Oda
Y. Hayashi
K. Misawa
K. Mori
MedIm
SSeg
48
114
0
23 Mar 2018
Pyramid Stereo Matching Network
Pyramid Stereo Matching Network
Jia-Ren Chang
Yonghao Chen
3DPC
28
1,491
0
23 Mar 2018
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual
  Network
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network
Namhyuk Ahn
Byungkon Kang
Kyung-ah Sohn
SupR
39
1,106
0
23 Mar 2018
Guided Image Inpainting: Replacing an Image Region by Pulling Content
  from Another Image
Guided Image Inpainting: Replacing an Image Region by Pulling Content from Another Image
Yinan Zhao
Brian L. Price
Scott D. Cohen
Danna Gurari
GAN
19
40
0
22 Mar 2018
Densely Connected Pyramid Dehazing Network
Densely Connected Pyramid Dehazing Network
He Zhang
Vishal M. Patel
31
910
0
22 Mar 2018
Extended depth-of-field in holographic image reconstruction using deep
  learning based auto-focusing and phase-recovery
Extended depth-of-field in holographic image reconstruction using deep learning based auto-focusing and phase-recovery
Yichen Wu
Y. Rivenson
Yibo Zhang
Zhensong Wei
H. Gunaydin
Xing Lin
Aydogan Ozcan
14
171
0
21 Mar 2018
Adversarial Defense based on Structure-to-Signal Autoencoders
Adversarial Defense based on Structure-to-Signal Autoencoders
Joachim Folz
Sebastián M. Palacio
Jörn Hees
Damian Borth
Andreas Dengel
AAML
26
32
0
21 Mar 2018
Weakly Supervised Medical Diagnosis and Localization from Multiple
  Resolutions
Weakly Supervised Medical Diagnosis and Localization from Multiple Resolutions
L. Yao
Jordan Prosky
Eric Poblenz
Ben Covington
Kevin Lyman
26
120
0
21 Mar 2018
Patch-Based Image Inpainting with Generative Adversarial Networks
Patch-Based Image Inpainting with Generative Adversarial Networks
Ugur Demir
Gözde B. Ünal
GAN
17
253
0
20 Mar 2018
Segmentation of histological images and fibrosis identification with a
  convolutional neural network
Segmentation of histological images and fibrosis identification with a convolutional neural network
Xiaohang Fu
Tong Liu
Zhaohan Xiong
B. Smaill
M. Stiles
Jichao Zhao
30
41
0
20 Mar 2018
Flex-Convolution (Million-Scale Point-Cloud Learning Beyond Grid-Worlds)
Flex-Convolution (Million-Scale Point-Cloud Learning Beyond Grid-Worlds)
F. Groh
P. Wieschollek
Hendrik P. A. Lensch
3DPC
16
107
0
20 Mar 2018
Removing Confounding Factors Associated Weights in Deep Neural Networks
  Improves the Prediction Accuracy for Healthcare Applications
Removing Confounding Factors Associated Weights in Deep Neural Networks Improves the Prediction Accuracy for Healthcare Applications
Haohan Wang
Zhenglin Wu
Eric Xing
OOD
35
40
0
20 Mar 2018
Hierarchical Metric Learning and Matching for 2D and 3D Geometric
  Correspondences
Hierarchical Metric Learning and Matching for 2D and 3D Geometric Correspondences
Mohammed E. Fathy
Quoc-Huy Tran
M. Zia
Paul Vernaza
Manmohan Chandraker
3DPC
3DV
16
47
0
20 Mar 2018
Factorised spatial representation learning: application in
  semi-supervised myocardial segmentation
Factorised spatial representation learning: application in semi-supervised myocardial segmentation
A. Chartsias
T. Joyce
G. Papanastasiou
S. Semple
M. Williams
D. Newby
R. Dharmakumar
Sotirios A. Tsaftaris
DRL
51
69
0
19 Mar 2018
Aerial LaneNet: Lane Marking Semantic Segmentation in Aerial Imagery
  using Wavelet-Enhanced Cost-sensitive Symmetric Fully Convolutional Neural
  Networks
Aerial LaneNet: Lane Marking Semantic Segmentation in Aerial Imagery using Wavelet-Enhanced Cost-sensitive Symmetric Fully Convolutional Neural Networks
S. Azimi
P. Fischer
Marco Körner
P. Reinartz
19
101
0
19 Mar 2018
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic
  Segmentation
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation
Sachin Mehta
Mohammad Rastegari
A. Caspi
Linda G. Shapiro
Hannaneh Hajishirzi
SSeg
43
778
0
19 Mar 2018
White matter hyperintensity segmentation from T1 and FLAIR images using
  fully convolutional neural networks enhanced with residual connections
White matter hyperintensity segmentation from T1 and FLAIR images using fully convolutional neural networks enhanced with residual connections
D. Jin
Ziyue Xu
Adam P. Harrison
D. Mollura
33
16
0
19 Mar 2018
Line Artist: A Multiple Style Sketch to Painting Synthesis Scheme
Line Artist: A Multiple Style Sketch to Painting Synthesis Scheme
Jinning Li
Siqi Liu
Mengyao Cao
GAN
22
2
0
18 Mar 2018
Zoom and Learn: Generalizing Deep Stereo Matching to Novel Domains
Zoom and Learn: Generalizing Deep Stereo Matching to Novel Domains
Jiahao Pang
Wenxiu Sun
Chengxi Yang
Jimmy S. J. Ren
Ruichao Xiao
Jin Zeng
Liang Lin
24
56
0
18 Mar 2018
Cross-modality image synthesis from unpaired data using CycleGAN:
  Effects of gradient consistency loss and training data size
Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size
Yuta Hiasa
Y. Otake
Masaki Takao
Takumi Matsuoka
K. Takashima
Jerry L. Prince
Nobuhiko Sugano
Yoshinobu Sato
GAN
MedIm
22
196
0
18 Mar 2018
Efficient and accurate inversion of multiple scattering with deep
  learning
Efficient and accurate inversion of multiple scattering with deep learning
Yu Sun
Zhihao Xia
Ulugbek S. Kamilov
29
125
0
18 Mar 2018
Convolutional Point-set Representation: A Convolutional Bridge Between a
  Densely Annotated Image and 3D Face Alignment
Convolutional Point-set Representation: A Convolutional Bridge Between a Densely Annotated Image and 3D Face Alignment
Yuhang Wu
Le Anh Vu Ha
Xiang Xu
I. Kakadiaris
CVBM
14
1
0
17 Mar 2018
Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression
  using Deep Learning - Proof of Concept in Congenital Heart Disease
Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression using Deep Learning - Proof of Concept in Congenital Heart Disease
A. Hauptmann
Simon Arridge
F. Lucka
V. Muthurangu
J. Steeden
25
180
0
14 Mar 2018
Topology guaranteed segmentation of the human retina from OCT using
  convolutional neural networks
Topology guaranteed segmentation of the human retina from OCT using convolutional neural networks
Yufan He
A. Carass
Bruno Jedynak
Sharon D. Solomon
S. Saidha
P. Calabresi
Jerry L. Prince
10
27
0
14 Mar 2018
Development and Validation of Deep Learning Algorithms for Detection of
  Critical Findings in Head CT Scans
Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans
Sasank Chilamkurthy
Rohit Ghosh
Swetha Tanamala
Mustafa Biviji
N. Campeau
V. Venugopal
V. Mahajan
Pooja Rao
Prashant Warier
13
104
0
13 Mar 2018
TOM-Net: Learning Transparent Object Matting from a Single Image
TOM-Net: Learning Transparent Object Matting from a Single Image
Guanying Chen
Kai Han
Kwan-Yee K. Wong
21
81
0
13 Mar 2018
Noise2Noise: Learning Image Restoration without Clean Data
Noise2Noise: Learning Image Restoration without Clean Data
J. Lehtinen
Jacob Munkberg
J. Hasselgren
S. Laine
Tero Karras
M. Aittala
Timo Aila
40
1,582
0
12 Mar 2018
ShuffleSeg: Real-time Semantic Segmentation Network
ShuffleSeg: Real-time Semantic Segmentation Network
M. Gamal
Mennatullah Siam
Moemen Abdel-Razek
SSeg
33
59
0
10 Mar 2018
An end-to-end TextSpotter with Explicit Alignment and Attention
An end-to-end TextSpotter with Explicit Alignment and Attention
Tong He
Zhi Tian
Weilin Huang
Chunhua Shen
Yu Qiao
Changming Sun
30
210
0
09 Mar 2018
Task Specific Visual Saliency Prediction with Memory Augmented
  Conditional Generative Adversarial Networks
Task Specific Visual Saliency Prediction with Memory Augmented Conditional Generative Adversarial Networks
Tharindu Fernando
Simon Denman
Sridha Sridharan
Clinton Fookes
GAN
14
24
0
09 Mar 2018
Adversarial Training for Adverse Conditions: Robust Metric Localisation
  using Appearance Transfer
Adversarial Training for Adverse Conditions: Robust Metric Localisation using Appearance Transfer
Horia Porav
William P. Maddern
Paul Newman
15
96
0
09 Mar 2018
Occupancy Map Prediction Using Generative and Fully Convolutional
  Networks for Vehicle Navigation
Occupancy Map Prediction Using Generative and Fully Convolutional Networks for Vehicle Navigation
Kapil D. Katyal
K. Popek
Chris Paxton
Joseph L. Moore
Kevin C. Wolfe
Philippe Burlina
Gregory Hager
GAN
27
12
0
06 Mar 2018
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