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UNet++: Redesigning Skip Connections to Exploit Multiscale Features in
  Image Segmentation
v1v2 (latest)

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

IEEE Transactions on Medical Imaging (TMI), 2019
11 December 2019
Zongwei Zhou
M. R. Siddiquee
Nima Tajbakhsh
Jianming Liang
    SSeg
ArXiv (abs)PDFHTMLGithub (2440★)

Papers citing "UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation"

50 / 517 papers shown
Title
CAN3D: Fast 3D Medical Image Segmentation via Compact Context
  Aggregation
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation
Wei Dai
B. Woo
Siyu Liu
Matthew Marques
Craig B. Engstrom
P. Greer
Stuart Crozier
Jason Dowling
Shekhar S. Chandra
183
22
0
12 Sep 2021
DeepPyram: Enabling Pyramid View and Deformable Pyramid Reception for
  Semantic Segmentation in Cataract Surgery Videos
DeepPyram: Enabling Pyramid View and Deformable Pyramid Reception for Semantic Segmentation in Cataract Surgery Videos
Negin Ghamsarian
M. Taschwer
Klaus Schoeffmann
137
14
0
11 Sep 2021
Towards Fully Automated Segmentation of Rat Cardiac MRI by Leveraging
  Deep Learning Frameworks
Towards Fully Automated Segmentation of Rat Cardiac MRI by Leveraging Deep Learning FrameworksScientific Reports (Sci Rep), 2021
Daniel Fernandez-Llaneza
Andrea Gondova
Harris Vince
A. Patra
M. Zurek
P. Konings
Patrik Kagelid
L. Hultin
95
5
0
09 Sep 2021
Image-free single-pixel segmentation
Image-free single-pixel segmentationSocial Science Research Network (SSRN), 2021
Haiyang Liu
Liheng Bian
Jun Zhang
3DVSSeg
151
20
0
24 Aug 2021
Efficient Medical Image Segmentation Based on Knowledge Distillation
Efficient Medical Image Segmentation Based on Knowledge DistillationIEEE Transactions on Medical Imaging (IEEE TMI), 2021
Dian Qin
Jiajun Bu
Zhe Liu
Xin Shen
Sheng Zhou
Jingjun Gu
Zhihong Wang
Lei Wu
Hui-Fen Dai
128
149
0
23 Aug 2021
WRICNet:A Weighted Rich-scale Inception Coder Network for
  Multi-Resolution Remote Sensing Image Change Detection
WRICNet:A Weighted Rich-scale Inception Coder Network for Multi-Resolution Remote Sensing Image Change Detection
Yu Jiang
Lei Hu
Yongmei Zhang
Xin Yang
99
11
0
18 Aug 2021
CSC-Unet: A Novel Convolutional Sparse Coding Strategy Based Neural
  Network for Semantic Segmentation
CSC-Unet: A Novel Convolutional Sparse Coding Strategy Based Neural Network for Semantic Segmentation
Haitong Tang
Shuang He
Mengduo Yang
Xia Lu
Qin Yu
Kaiyue Liu
Hongjie Yan
Ni-zhuan Wang
SSeg
263
21
0
01 Aug 2021
SNE-RoadSeg+: Rethinking Depth-Normal Translation and Deep Supervision
  for Freespace Detection
SNE-RoadSeg+: Rethinking Depth-Normal Translation and Deep Supervision for Freespace DetectionIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Hengli Wang
Rui Fan
Peide Cai
Ming-Yuan Liu
218
56
0
30 Jul 2021
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image
  Segmentation
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation
H. Zunair
A. Ben Hamza
SSegMDE
108
293
0
26 Jul 2021
A Deep Learning-based Quality Assessment and Segmentation System with a
  Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography
  Image
A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography Image
Yu-Fang Wang
Yiqing Shen
Meng Yuan
Jing Xu
B. Yang
Chicheng Liu
Wenjia Cai
Weijing Cheng
Wei Wang
153
21
0
22 Jul 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image
  Segmentation
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation
Yao Chang
Menghan Hu
Zhai Guangtao
Xiao-Ping Zhang
MedImViT
183
115
0
12 Jul 2021
NeoUNet: Towards accurate colon polyp segmentation and neoplasm
  detection
NeoUNet: Towards accurate colon polyp segmentation and neoplasm detection
P. N. Lan
N. S. An
D. V. Hang
D. Long
T. Trung
N. T. Thuy
D. V. Sang
298
86
0
11 Jul 2021
BSDA-Net: A Boundary Shape and Distance Aware Joint Learning Framework
  for Segmenting and Classifying OCTA Images
BSDA-Net: A Boundary Shape and Distance Aware Joint Learning Framework for Segmenting and Classifying OCTA ImagesInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Li Lin
Zhonghua Wang
Jiewei Wu
Yijin Huang
Junyan Lyu
Pujin Cheng
Jiong Wu
Xiaoying Tang
135
45
0
10 Jul 2021
Towards Robust General Medical Image Segmentation
Towards Robust General Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Laura Alexandra Daza
Juan C. Pérez
Pablo Arbelaez
OOD
132
28
0
09 Jul 2021
LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in
  Cataract Surgery Videos
LensID: A CNN-RNN-Based Framework Towards Lens Irregularity Detection in Cataract Surgery Videos
Negin Ghamsarian
M. Taschwer
Doris Putzgruber-Adamitsch
Stephanie Sarny
Y. El-Shabrawi
Klaus Schoeffmann
129
18
0
02 Jul 2021
Learning from Pseudo Lesion: A Self-supervised Framework for COVID-19
  Diagnosis
Learning from Pseudo Lesion: A Self-supervised Framework for COVID-19 Diagnosis
Zhongliang Li
Zhihao Jin
Xuechen Li
Linlin Shen
SSLMedIm
149
1
0
23 Jun 2021
Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep
  Hierarchical Model
Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep Hierarchical Model
A. Sebastianelli
A. Nowakowski
Erika Puglisi
M. P. D. Rosso
J. Mifdal
F. Pirri
P. Mathieu
Silvia Liberata Ullo
3DPC
186
2
0
23 Jun 2021
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric
  Inter-Label Relations For COVID Image Analysis
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis
Dwarikanath Mahapatra
Ankur Singh
176
10
0
15 Jun 2021
Semantic-Aware Contrastive Learning for Multi-object Medical Image
  Segmentation
Semantic-Aware Contrastive Learning for Multi-object Medical Image SegmentationIEEE journal of biomedical and health informatics (JBHI), 2021
Ho Hin Lee
Yucheng Tang
Qi Yang
Xin Yu
Shunxing Bao
L. Cai
Lucas W. Remedios
Bennett A. Landman
Yuankai Huo
173
9
0
03 Jun 2021
Dense Nested Attention Network for Infrared Small Target Detection
Dense Nested Attention Network for Infrared Small Target DetectionIEEE Transactions on Image Processing (TIP), 2021
Boyang Li
Chao Xiao
Longguang Wang
Yingqian Wang
Zaiping Lin
Miao Li
W. An
Yulan Guo
349
644
0
01 Jun 2021
Learning Inductive Attention Guidance for Partially Supervised
  Pancreatic Ductal Adenocarcinoma Prediction
Learning Inductive Attention Guidance for Partially Supervised Pancreatic Ductal Adenocarcinoma PredictionIEEE Transactions on Medical Imaging (IEEE TMI), 2021
Yan Wang
Peng Tang
Yuyin Zhou
Wei Shen
Elliot K. Fishman
Alan Yuille
MedIm
150
24
0
31 May 2021
Recent advances and clinical applications of deep learning in medical
  image analysis
Recent advances and clinical applications of deep learning in medical image analysis
Xuxin Chen
Ximing Wang
Kecheng Zhang
K. Fung
T. Thai
K. Moore
Robert S. Mannel
Hong Liu
B. Zheng
Y. Qiu
OOD
381
784
0
27 May 2021
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation
  during colonoscopy
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy
Michael Yeung
Evis Sala
Carola-Bibiane Schönlieb
L. Rundo
160
144
0
16 May 2021
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image
  Segmentation
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image SegmentationIEEE journal of biomedical and health informatics (JBHI), 2021
Abhishek Srivastava
Debesh Jha
S. Chanda
Umapada Pal
Haavard D. Johansen
Dag Johansen
Michael A. Riegler
Sharib Ali
Pål Halvorsen
184
249
0
16 May 2021
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation
D. V. Sang
Tran Quang Chung
P. N. Lan
D. V. Hang
D. Long
N. T. Thuy
368
24
0
02 May 2021
Two layer Ensemble of Deep Learning Models for Medical Image
  Segmentation
Two layer Ensemble of Deep Learning Models for Medical Image SegmentationCognitive Computation (Cogn Comput), 2021
Truong Dang
T. Nguyen
John Mccall
Eyad Elyan
Carlos Francisco Moreno-García
SSeg
84
42
0
10 Apr 2021
FANet: A Feedback Attention Network for Improved Biomedical Image
  Segmentation
FANet: A Feedback Attention Network for Improved Biomedical Image SegmentationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021
Nikhil Kumar Tomar
Debesh Jha
Michael A. Riegler
Haavard D. Johansen
Dag Johansen
J. Rittscher
Pål Halvorsen
Sharib Ali
MedIm
178
199
0
31 Mar 2021
DiNTS: Differentiable Neural Network Topology Search for 3D Medical
  Image Segmentation
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image SegmentationComputer Vision and Pattern Recognition (CVPR), 2021
Yufan He
Dong Yang
H. Roth
Can Zhao
Daguang Xu
MedIm
156
80
0
29 Mar 2021
Detecting micro fractures: A comprehensive comparison of conventional
  and machine-learning based segmentation methods
Detecting micro fractures: A comprehensive comparison of conventional and machine-learning based segmentation methodsSolid Earth (SE), 2021
Dongwon Lee
N. Karadimitriou
M. Ruf
H. Steeb
59
10
0
23 Mar 2021
Spatially Dependent U-Nets: Highly Accurate Architectures for Medical
  Imaging Segmentation
Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation
João B. S. Carvalho
J. Santinha
DJordje Miladinović
J. M. Buhmann
SSeg
105
0
0
22 Mar 2021
Automated liver tissues delineation techniques: A systematic survey on
  machine learning current trends and future orientations
Automated liver tissues delineation techniques: A systematic survey on machine learning current trends and future orientationsEngineering applications of artificial intelligence (EAAI), 2021
Ayman Al-Kababji
F. Bensaali
S. Dakua
Yassine Himeur
207
35
0
10 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image
  Segmentation
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Yutong Xie
Jianpeng Zhang
Chunhua Shen
Yong-quan Xia
ViTMedIm
193
613
0
04 Mar 2021
MixSearch: Searching for Domain Generalized Medical Image Segmentation
  Architectures
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures
Luyan Liu
Zhiwei Wen
Songwei Liu
Hong-Yu Zhou
Hongwei Zhu
Weicheng Xie
Linlin Shen
Kai Ma
Yefeng Zheng
153
9
0
26 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
TransFuse: Fusing Transformers and CNNs for Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Yundong Zhang
Huiye Liu
Qiang Hu
ViTMedIm
380
1,208
0
16 Feb 2021
MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNN
MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNNIEEE Sensors Journal (IEEE Sens. J.), 2021
Zuohui Chen
Qing Yuan
Xujie Song
Cheng Chen
Dan Zhang
Yun Xiang
Ruigang Liu
Qi Xuan
MedIm
169
15
0
16 Feb 2021
Multi-class probabilistic atlas-based whole heart segmentation method in
  cardiac CT and MRI
Multi-class probabilistic atlas-based whole heart segmentation method in cardiac CT and MRIIEEE Access (IEEE Access), 2021
Tarun Kanti Ghosh
Md. Kamrul Hasan
Shidhartho Roy
Md. Ashraful Alam
Eklas Hossain
Mohiudding Ahmad
148
22
0
03 Feb 2021
Chest X-ray lung and heart segmentation based on minimal training sets
Chest X-ray lung and heart segmentation based on minimal training sets
B. Maga
93
6
0
20 Jan 2021
End-to-end Prostate Cancer Detection in bpMRI via 3D CNNs: Effects of
  Attention Mechanisms, Clinical Priori and Decoupled False Positive Reduction
End-to-end Prostate Cancer Detection in bpMRI via 3D CNNs: Effects of Attention Mechanisms, Clinical Priori and Decoupled False Positive Reduction
A. Saha
M. Hosseinzadeh
Henkjan Huisman
MedIm
467
148
0
08 Jan 2021
Semantic Video Segmentation for Intracytoplasmic Sperm Injection
  Procedures
Semantic Video Segmentation for Intracytoplasmic Sperm Injection Procedures
Chloe He
R. Jain
J. Chambost
C. Jacques
C. Hickman
VLM
107
0
0
04 Jan 2021
CovTANet: A Hybrid Tri-level Attention Based Network for Lesion
  Segmentation, Diagnosis, and Severity Prediction of COVID-19 Chest CT Scans
CovTANet: A Hybrid Tri-level Attention Based Network for Lesion Segmentation, Diagnosis, and Severity Prediction of COVID-19 Chest CT ScansIEEE Transactions on Industrial Informatics (TII), 2021
Tanvir Mahmud
Md. Jahin Alam
Sakib Chowdhury
Shams Nafisa Ali
Md. Maisoon Rahman
Shaikh Anowarul Fattah
Mohammad Saquib
79
42
0
03 Jan 2021
Exploiting Shared Knowledge from Non-COVID Lesions for
  Annotation-Efficient COVID-19 CT Lung Infection Segmentation
Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection SegmentationIEEE journal of biomedical and health informatics (JBHI), 2020
Yichi Zhang
Qingcheng Liao
Lin Yuan
He Zhu
Jiezhen Xing
Jicong Zhang
398
30
0
31 Dec 2020
Adversarial Multiscale Feature Learning for Overlapping Chromosome
  Segmentation
Adversarial Multiscale Feature Learning for Overlapping Chromosome Segmentation
Liye Mei
Yalan Yu
Yueyun Weng
Xiaopeng Guo
Yan Liu
Dupei Wang
Shengnan Liu
Fuling Zhou
Cheng Lei
MedIm
97
5
0
22 Dec 2020
DIPPAS: A Deep Image Prior PRNU Anonymization Scheme
DIPPAS: A Deep Image Prior PRNU Anonymization Scheme
F. Picetti
S. Mandelli
Paolo Bestagini
V. Lipari
Stefano Tubaro
225
14
0
07 Dec 2020
CovSegNet: A Multi Encoder-Decoder Architecture for Improved Lesion
  Segmentation of COVID-19 Chest CT Scans
CovSegNet: A Multi Encoder-Decoder Architecture for Improved Lesion Segmentation of COVID-19 Chest CT ScansIEEE Transactions on Artificial Intelligence (IEEE TAI), 2020
Tanvir Mahmud
Md Awsafur Rahman
S. Fattah
S. Kung
MedIm
131
29
0
02 Dec 2020
Learning Multiscale Convolutional Dictionaries for Image Reconstruction
Learning Multiscale Convolutional Dictionaries for Image ReconstructionIEEE Transactions on Computational Imaging (TCI), 2020
Tianlin Liu
Anadi Chaman
David Belius
Ivan Dokmanić
274
31
0
25 Nov 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image
  Segmentation
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation
Yutong Xie
Jianpeng Zhang
Zehui Liao
Yong-quan Xia
Chunhua Shen
186
52
0
25 Nov 2020
Automatic Brain Tumor Segmentation with Scale Attention Network
Automatic Brain Tumor Segmentation with Scale Attention Network
Yading Yuan
195
38
0
06 Nov 2020
Distribution-aware Margin Calibration for Medical Image Segmentation
Distribution-aware Margin Calibration for Medical Image Segmentation
Zhibin Li
Litao Yu
Jian Zhang
154
1
0
03 Nov 2020
Encoding Clinical Priori in 3D Convolutional Neural Networks for
  Prostate Cancer Detection in bpMRI
Encoding Clinical Priori in 3D Convolutional Neural Networks for Prostate Cancer Detection in bpMRI
A. Saha
M. Hosseinzadeh
Henkjan Huisman
MedIm
379
8
0
31 Oct 2020
Recurrent neural network-based volumetric fluorescence microscopy
Recurrent neural network-based volumetric fluorescence microscopyLight: Science & Applications (Light Sci Appl), 2020
Luzhe Huang
Yilin Luo
Y. Rivenson
Aydogan Ozcan
MedIm3DV
189
35
0
21 Oct 2020
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