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UNet++: A Nested U-Net Architecture for Medical Image Segmentation

UNet++: A Nested U-Net Architecture for Medical Image Segmentation

18 July 2018
Zongwei Zhou
M. R. Siddiquee
Nima Tajbakhsh
Jianming Liang
    SSeg
ArXiv (abs)PDFHTML

Papers citing "UNet++: A Nested U-Net Architecture for Medical Image Segmentation"

42 / 1,192 papers shown
Title
Weight mechanism: adding a constant in concatenation of series connect
Weight mechanism: adding a constant in concatenation of series connect
Xiaojie Qi
21
0
0
07 Mar 2020
Two-stage multi-scale breast mass segmentation for full mammogram
  analysis without user intervention
Two-stage multi-scale breast mass segmentation for full mammogram analysis without user intervention
Yutong Yan
Pierre-Henri Conze
G. Quellec
M. Lamard
B. Cochener
Gouenou Coatrieux
38
1
0
27 Feb 2020
Segmentation-based Method combined with Dynamic Programming for Brain
  Midline Delineation
Segmentation-based Method combined with Dynamic Programming for Brain Midline Delineation
Shen Wang
Kongming Liang
Changzai Pan
Chuyang Ye
Xiuli Li
Feng Liu
Yizhou Yu
Yizhou Wang
11
6
0
27 Feb 2020
Random Bundle: Brain Metastases Segmentation Ensembling through
  Annotation Randomization
Random Bundle: Brain Metastases Segmentation Ensembling through Annotation Randomization
Darvin Yi
E. Grøvik
Michael Iv
E. Tong
Greg Zaharchuk
D. Rubin
41
2
0
23 Feb 2020
T-Net: Learning Feature Representation with Task-specific Supervision
  for Biomedical Image Analysis
T-Net: Learning Feature Representation with Task-specific Supervision for Biomedical Image Analysis
Weinan Song
Yuan Liang
Jiawei Yang
Kun Wang
Lei He
19
0
0
19 Feb 2020
Deep Convolutional Neural Networks with Spatial Regularization, Volume
  and Star-shape Priori for Image Segmentation
Deep Convolutional Neural Networks with Spatial Regularization, Volume and Star-shape Priori for Image Segmentation
Jun Liu
Xiang Wang
X. Tai
70
36
0
10 Feb 2020
Abdominal multi-organ segmentation with cascaded convolutional and
  adversarial deep networks
Abdominal multi-organ segmentation with cascaded convolutional and adversarial deep networks
Pierre-Henri Conze
A. Emre Kavur
E. Gall
N. Gezer
Y. Meur
M. Alper Selver
F. Rousseau
SSegMedIm
65
103
0
26 Jan 2020
Segmentation of Cellular Patterns in Confocal Images of Melanocytic
  Lesions in vivo via a Multiscale Encoder-Decoder Network (MED-Net)
Segmentation of Cellular Patterns in Confocal Images of Melanocytic Lesions in vivo via a Multiscale Encoder-Decoder Network (MED-Net)
Kivanc Kose
Alican Bozkurt
C. Alessi-Fox
M. Gill
C. Longo
G. Pellacani
Jennifer Dy
Dana H. Brooks
M. Rajadhyaksha
43
31
0
03 Jan 2020
Multi-organ Segmentation over Partially Labeled Datasets with
  Multi-scale Feature Abstraction
Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction
Xi Fang
Pingkun Yan
SSeg
78
178
0
01 Jan 2020
A Practical Solution for SAR Despeckling With Adversarial Learning
  Generated Speckled-to-Speckled Images
A Practical Solution for SAR Despeckling With Adversarial Learning Generated Speckled-to-Speckled Images
Ye Yuan
Jian Guan
Pengming Feng
Yanxia Wu
20
9
0
13 Dec 2019
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in
  Image Segmentation
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation
Zongwei Zhou
M. R. Siddiquee
Nima Tajbakhsh
Jianming Liang
SSeg
122
2,662
0
11 Dec 2019
FocusNet++: Attentive Aggregated Transformations for Efficient and
  Accurate Medical Image Segmentation
FocusNet++: Attentive Aggregated Transformations for Efficient and Accurate Medical Image Segmentation
Chaitanya Kaul
Nick E. Pears
Hang Dai
Roderick Murray-Smith
S. Manandhar
SSeg
39
6
0
04 Dec 2019
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using
  Deep Learning
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning
Christian Schön
J. Dittrich
16
2
0
03 Dec 2019
Reinventing 2D Convolutions for 3D Images
Reinventing 2D Convolutions for 3D Images
Jiancheng Yang
Xiaoyang Huang
Yi He
Jingwei Xu
Canqian Yang
Guozheng Xu
Bingbing Ni
96
11
0
24 Nov 2019
Iteratively-Refined Interactive 3D Medical Image Segmentation with
  Multi-Agent Reinforcement Learning
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning
X. Liao
Wenhao Li
Qisen Xu
Xiangfeng Wang
Bo Jin
Xiaoyun Zhang
Ya Zhang
Yanfeng Wang
95
82
0
23 Nov 2019
Segmenting Medical MRI via Recurrent Decoding Cell
Segmenting Medical MRI via Recurrent Decoding Cell
Y. Wen
Kai Xie
Lianghua He
MedIm
49
8
0
21 Nov 2019
ResUNet++: An Advanced Architecture for Medical Image Segmentation
ResUNet++: An Advanced Architecture for Medical Image Segmentation
Debesh Jha
P. Smedsrud
Michael A. Riegler
Dag Johansen
Thomas de Lange
Pål Halvorsen
H. Johansen
SSeg
94
928
0
16 Nov 2019
What Do We Really Need? Degenerating U-Net on Retinal Vessel
  Segmentation
What Do We Really Need? Degenerating U-Net on Retinal Vessel Segmentation
Weilin Fu
Katharina Breininger
Zhaoya Pan
Andreas Maier
SSeg
16
2
0
06 Nov 2019
Machine Learning Techniques for Biomedical Image Segmentation: An
  Overview of Technical Aspects and Introduction to State-of-Art Applications
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications
Hyunseok Seo
M. B. Khuzani
V. Vasudevan
Charles Huang
Hongyi Ren
Ruoxiu Xiao
Xiao Jia
Lei Xing
VLM
72
225
0
06 Nov 2019
Modified U-Net (mU-Net) with Incorporation of Object-Dependent High
  Level Features for Improved Liver and Liver-Tumor Segmentation in CT Images
Modified U-Net (mU-Net) with Incorporation of Object-Dependent High Level Features for Improved Liver and Liver-Tumor Segmentation in CT Images
Hyunseok Seo
Charles Huang
M. Bassenne
Ruoxiu Xiao
Lei Xing
80
279
0
31 Oct 2019
Identification of primary angle-closure on AS-OCT images with
  Convolutional Neural Networks
Identification of primary angle-closure on AS-OCT images with Convolutional Neural Networks
Chenglang Yuan
Cheng Bian
Hongjian Kang
Shu Liang
Kai Ma
Yefeng Zheng
21
2
0
23 Oct 2019
MIScnn: A Framework for Medical Image Segmentation with Convolutional
  Neural Networks and Deep Learning
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning
Dominik Muller
Frank Kramer
49
120
0
21 Oct 2019
Deep Semantic Segmentation of Natural and Medical Images: A Review
Deep Semantic Segmentation of Natural and Medical Images: A Review
Saeid Asgari Taghanaki
Kumar Abhishek
Joseph Paul Cohen
Julien Cohen-Adad
Ghassan Hamarneh
SSegVLM
186
682
0
16 Oct 2019
ErrorNet: Learning error representations from limited data to improve
  vascular segmentation
ErrorNet: Learning error representations from limited data to improve vascular segmentation
Nima Tajbakhsh
B. Lai
Shilpa P. Ananth
Xiaowei Ding
MedIm
138
16
0
10 Oct 2019
FlatteNet: A Simple Versatile Framework for Dense Pixelwise Prediction
FlatteNet: A Simple Versatile Framework for Dense Pixelwise Prediction
Xin Cai
Yifei Pu
38
5
0
22 Sep 2019
Learn to Segment Organs with a Few Bounding Boxes
Learn to Segment Organs with a Few Bounding Boxes
Abhijeet Parida
Arianne Tran
Nassir Navab
Shadi Albarqouni
SSeg
13
1
0
17 Sep 2019
Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis
Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis
Nilesh Pandey
Andreas E. Savakis
AI4CE3DH
48
48
0
05 Sep 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for
  Medical Image Segmentation
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation
Nima Tajbakhsh
Laura Jeyaseelan
Q. Li
J. Chiang
Zhihao Wu
Xiaowei Ding
154
766
0
27 Aug 2019
Deep High-Resolution Representation Learning for Visual Recognition
Deep High-Resolution Representation Learning for Visual Recognition
Jingdong Wang
Ke Sun
Tianheng Cheng
Borui Jiang
Chaorui Deng
...
Yadong Mu
Mingkui Tan
Xinggang Wang
Wenyu Liu
Bin Xiao
401
3,638
0
20 Aug 2019
Interlaced Sparse Self-Attention for Semantic Segmentation
Interlaced Sparse Self-Attention for Semantic Segmentation
Lang Huang
Yuhui Yuan
Jianyuan Guo
Chao Zhang
Xilin Chen
Jingdong Wang
82
156
0
29 Jul 2019
Void region segmentation in ball grid array using u-net approach and
  synthetic data
Void region segmentation in ball grid array using u-net approach and synthetic data
Vijay Kumar Neeluru
Vikas Ahuja
23
3
0
07 Jul 2019
A Novel Deep Learning Pipeline for Retinal Vessel Detection in
  Fluorescein Angiography
A Novel Deep Learning Pipeline for Retinal Vessel Detection in Fluorescein Angiography
Li Ding
Mohammad H. Bawany
Ajay E. Kuriyan
R. Ramchandran
C. Wykoff
G. Sharma
MedIm
26
33
0
05 Jul 2019
ELKPPNet: An Edge-aware Neural Network with Large Kernel Pyramid Pooling
  for Learning Discriminative Features in Semantic Segmentation
ELKPPNet: An Edge-aware Neural Network with Large Kernel Pyramid Pooling for Learning Discriminative Features in Semantic Segmentation
Xianwei Zheng
Linxi Huan
Hanjiang Xiong
J. Gong
SSeg
20
6
0
27 Jun 2019
Joint Multi-frame Detection and Segmentation for Multi-cell Tracking
Joint Multi-frame Detection and Segmentation for Multi-cell Tracking
Zibin Zhou
Fei Wang
Wen Xi
Hu Chen
Peng Gao
Chengkang He
34
29
0
26 Jun 2019
Enforcing temporal consistency in Deep Learning segmentation of brain MR
  images
Enforcing temporal consistency in Deep Learning segmentation of brain MR images
Malav Bateriwala
Pierrick Bourgeat
25
3
0
13 Jun 2019
High-Resolution Representations for Labeling Pixels and Regions
High-Resolution Representations for Labeling Pixels and Regions
Ke Sun
Yang Zhao
Borui Jiang
Tianheng Cheng
Bin Xiao
Dong Liu
Yadong Mu
Xinggang Wang
Wenyu Liu
Jingdong Wang
SSeg
85
782
0
09 Apr 2019
UU-Nets Connecting Discriminator and Generator for Image to Image
  Translation
UU-Nets Connecting Discriminator and Generator for Image to Image Translation
Jionghao Wu
GAN
26
1
0
04 Apr 2019
A Model-Driven Stack-Based Fully Convolutional Network for Pancreas
  Segmentation
A Model-Driven Stack-Based Fully Convolutional Network for Pancreas Segmentation
Hao Li
Jun Yu Li
Xiaozhu Lin
Xiaohua Qian
42
10
0
03 Mar 2019
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image
  segmentation
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation
Jiawei Zhang
Yuzhen Jin
Jilan Xu
Xiaowei Xu
Yanchun Zhang
SSegMedImAI4CE
112
119
0
02 Dec 2018
OCNet: Object Context Network for Scene Parsing
OCNet: Object Context Network for Scene Parsing
Yuhui Yuan
Lang Huang
Jianyuan Guo
Chao Zhang
Xilin Chen
Jingdong Wang
87
605
0
04 Sep 2018
Segmentation of Microscopy Data for finding Nuclei in Divergent Images
Segmentation of Microscopy Data for finding Nuclei in Divergent Images
Shivam Singh
Stuti Pathak
17
0
0
19 Aug 2018
Medical Image Analysis using Convolutional Neural Networks: A Review
Medical Image Analysis using Convolutional Neural Networks: A Review
Syed Muhammad Anwar
Muhammad Majid
A. Qayyum
Muhammad Awais
M. Alnowami
Muhammad Khurram Khan
MedIm
96
1,049
0
04 Sep 2017
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