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1707.01992
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On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task
6 July 2017
Wenqi Li
Guotai Wang
Lucas Fidon
Sebastien Ourselin
M. Jorge Cardoso
Tom Kamiel Magda Vercauteren
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Papers citing
"On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task"
50 / 87 papers shown
Title
Uncertainty-Guided Appearance-Motion Association Network for Out-of-Distribution Action Detection
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X-Diffusion: Generating Detailed 3D MRI Volumes From a Single Image Using Cross-Sectional Diffusion Models
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Label merge-and-split: A graph-colouring approach for memory-efficient brain parcellation
A. Kujawa
R. Dorent
Sebastien Ourselin
Tom Kamiel Magda Vercauteren
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16 Apr 2024
A dynamic interactive learning framework for automated 3D medical image segmentation
Mu Tian
Xiaohui Chen
Yi Gao
22
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11 Dec 2023
Self-Supervised Versus Supervised Training for Segmentation of Organoid Images
Asmaa Haja
Eric Brouwer
Lambert Schomaker
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19 Nov 2023
DEFN: Dual-Encoder Fourier Group Harmonics Network for Three-Dimensional Indistinct-Boundary Object Segmentation
Xiaohua Jiang
Yihao Guo
Jian Huang
Yuting Wu
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Xingru Huang
Hong He
Shaowei Jiang
Jing Ye
Mang Xiao
16
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01 Nov 2023
3D Brainformer: 3D Fusion Transformer for Brain Tumor Segmentation
Rui Nian
Guoyao Zhang
Yao Sui
Yuqi Qian
Qiuying Li
Mingzhang Zhao
Jianhui Li
Ali Gholipour
Simon K. Warfield
MedIm
23
4
0
28 Apr 2023
A Review of Uncertainty Estimation and its Application in Medical Imaging
K. Zou
Zhihao Chen
Xuedong Yuan
Xiaojing Shen
Meng Wang
Huazhu Fu
UQCV
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0
16 Feb 2023
MTNeuro: A Benchmark for Evaluating Representations of Brain Structure Across Multiple Levels of Abstraction
Jorge Quesada
Lakshmi Sathidevi
Ran Liu
Nauman Ahad
Joy M. Jackson
...
Matthew Y Jin
Carolina Urzay
William R. Gray Roncal
Erik C. Johnson
Eva L. Dyer
98
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0
01 Jan 2023
Lesion-Specific Prediction with Discriminator-Based Supervised Guided Attention Module Enabled GANs in Multiple Sclerosis
Jueqi Wang
Derek Berger
Erin L. Mazerolle
J. Delamer
J. Levman
MedIm
19
0
0
30 Aug 2022
Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation
Jiamin Liang
Yuhao Huang
Haoming Li
Shuangchi He
Xindi Hu
Zejian Chen
Isabel Kaltenborn
Dong Ni
OOD
31
41
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05 Aug 2022
CTooth: A Fully Annotated 3D Dataset and Benchmark for Tooth Volume Segmentation on Cone Beam Computed Tomography Images
Weiwei Cui
Yaqi Wang
Qianni Zhang
Huiyu Zhou
Dansheg Song
Xingyong Zuo
Gangyong Jia
Liaoyuan Zeng
3DPC
24
13
0
17 Jun 2022
Segmentation in large-scale cellular electron microscopy with deep learning: A literature survey
A. Aswath
A. Alsahaf
B. Giepmans
George Azzopardi
25
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0
14 Jun 2022
An Algorithm for the Labeling and Interactive Visualization of the Cerebrovascular System of Ischemic Strokes
Florian Thamm
Markus Jürgens
O. Taubmann
Aleksandra Thamm
Leonhard Rist
H. Ditt
Andreas Maier
11
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0
26 Apr 2022
Joint brain tumor segmentation from multi MR sequences through a deep convolutional neural network
Farzaneh Dehghani
A. Karimian
Hossein ARABI
16
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A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging
Reza Karimzadeh
E. Fatemizadeh
H. Arabi
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Does prior knowledge in the form of multiple low-dose PET images (at different dose levels) improve standard-dose PET prediction?
Behnoush Sanaei
R. Faghihi
Hossein ARABI
MedIm
16
8
0
22 Feb 2022
Cross-Modality Deep Feature Learning for Brain Tumor Segmentation
Dingwen Zhang
Guohai Huang
Qiang Zhang
Jungong Han
Junwei Han
Yizhou Yu
16
217
0
07 Jan 2022
Lung-Originated Tumor Segmentation from Computed Tomography Scan (LOTUS) Benchmark
Parnian Afshar
Arash Mohammadi
Konstantinos N. Plataniotis
Keyvan Farahani
J. Kirby
...
Zhong Guang
Runze Zhang
Sumohana S. Channappayya
Shashank Gupta
Chander Dev
10
1
0
03 Jan 2022
Generalized Wasserstein Dice Loss, Test-time Augmentation, and Transformers for the BraTS 2021 challenge
Lucas Fidon
Suprosanna Shit
Ivan Ezhov
Johannes C. Paetzold
Sébastien Ourselin
Tom Kamiel Magda Vercauteren
ViT
MedIm
38
8
0
24 Dec 2021
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration
Wenhao Li
Qisen Xu
Chuyun Shen
Bin Hu
Fengping Zhu
Yuxin Li
Bo Jin
Xiangfeng Wang
30
5
0
15 Nov 2021
Simulating Realistic MRI variations to Improve Deep Learning model and visual explanations using GradCAM
M. I. Patel
Shrey Singla
Razeem Ahmad Ali Mattathodi
Sumit Sharma
Deepam Gautam
Srinivasa Rao Kundeti
MedIm
9
1
0
01 Nov 2021
Whole Brain Segmentation with Full Volume Neural Network
Yeshu Li
Jianwei Cui
Yilun Sheng
Xiao Liang
Jingdong Wang
E. Chang
Yan Xu
32
11
0
29 Oct 2021
Semi-Supervised Segmentation of Radiation-Induced Pulmonary Fibrosis from Lung CT Scans with Multi-Scale Guided Dense Attention
Guotai Wang
Shuwei Zhai
G. Lasio
Baoshe Zhang
B. Yi
Shifeng Chen
T. MacVittie
Dimitris N. Metaxas
Jinghao Zhou
Shaoting Zhang
MedIm
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29 Sep 2021
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
18
14
0
12 Sep 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey
S. Niyas
S. Pawan
Anand Kumar
Jeny Rajan
MedIm
41
83
0
19 Aug 2021
Automatic cerebral hemisphere segmentation in rat MRI with lesions via attention-based convolutional neural networks
Juan Miguel Valverde
Artem Shatillo
Riccardo De Feo
Jussi Tohka
MedIm
27
7
0
04 Aug 2021
Recurrent U-net for automatic pelvic floor muscle segmentation on 3D ultrasound
F. V. D. Noort
B. Sirmaçek
C. Slump
15
6
0
29 Jul 2021
Frequency-Supervised MR-to-CT Image Synthesis
Zenglin Shi
Pascal Mettes
Guoyan Zheng
Cees G. M. Snoek
OOD
MedIm
13
9
0
19 Jul 2021
Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures
H. Roth
Dong Yang
Wenqi Li
Andriy Myronenko
Wentao Zhu
Ziyue Xu
Xiaosong Wang
Daguang Xu
FedML
34
24
0
16 Jul 2021
DINs: Deep Interactive Networks for Neurofibroma Segmentation in Neurofibromatosis Type 1 on Whole-Body MRI
Jian-Wei Zhang
Wei Chen
K. I. Ly
Xubin Zhang
Fan Yan
J. Jordan
G. Harris
S. Plotkin
Pengyi Hao
W. Cai
9
6
0
07 Jun 2021
UNETR: Transformers for 3D Medical Image Segmentation
Ali Hatamizadeh
Yucheng Tang
Vishwesh Nath
Dong Yang
Andriy Myronenko
Bennett Landman
H. Roth
Daguang Xu
ViT
MedIm
95
1,535
0
18 Mar 2021
Atlas-aware ConvNetfor Accurate yet Robust Anatomical Segmentation
Yuan Liang
Weinan Song
Jiawei Yang
Liang Qiu
Kun Wang
Lei He
MedIm
18
3
0
02 Feb 2021
Densely Connected Recurrent Residual (Dense R2UNet) Convolutional Neural Network for Segmentation of Lung CT Images
Kaushik Dutta
SSeg
17
12
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01 Feb 2021
Automatic Segmentation of Gross Target Volume of Nasopharynx Cancer using Ensemble of Multiscale Deep Neural Networks with Spatial Attention
Haochen Mei
Wenhui Lei
Ran Gu
Shan Ye
Zhengwentai Sun
Shichuan Zhang
Guotai Wang
26
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0
27 Jan 2021
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation
Ran Gu
Guotai Wang
Tao Song
Rui Huang
Michael Aertsen
Jan Deprest
Sébastien Ourselin
Tom Kamiel Magda Vercauteren
Shaoting Zhang
SSeg
28
457
0
22 Sep 2020
Learning joint segmentation of tissues and brain lesions from task-specific hetero-modal domain-shifted datasets
R. Dorent
Thomas C Booth
Wenqi Li
Carole H. Sudre
S. Kafiabadi
M. Jorge Cardoso
Sebastien Ourselin
Tom Kamiel Magda Vercauteren
18
24
0
08 Sep 2020
m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks
Salman Maqbool
Aqsa Riaz
Hasan Sajid
Osman Hasan
34
22
0
23 Aug 2020
Enhancing Fiber Orientation Distributions using convolutional Neural Networks
Oeslle Lucena
S. Vos
V. Vakharia
J. Duncan
K. Ashkan
Rachel Sparks
Sebastien Ourselin
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12 Aug 2020
Simulation of Brain Resection for Cavity Segmentation Using Self-Supervised and Semi-Supervised Learning
Fernando Pérez-García
R. Rodionov
Ali Alim-Marvasti
Rachel Sparks
J. Duncan
Sébastien Ourselin
6
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28 Jun 2020
Robust Automatic Whole Brain Extraction on Magnetic Resonance Imaging of Brain Tumor Patients using Dense-Vnet
S. Ranjbar
K. Singleton
L. Curtin
Cassandra R. Rickertsen
L. Paulson
Leland S. Hu
J. R. Mitchell
Kristin R Swanson
9
6
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04 Jun 2020
Eisen: a python package for solid deep learning
Frank Mancolo
6
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18 Mar 2020
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation
Maryam Asadi-Aghbolaghi
Reza Azad
M. Fathy
Sergio Escalera
SSeg
20
60
0
10 Mar 2020
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning
Fernando Pérez-García
Rachel Sparks
Sébastien Ourselin
MedIm
LM&MA
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427
0
09 Mar 2020
MRI Super-Resolution with GAN and 3D Multi-Level DenseNet: Smaller, Faster, and Better
Yuhua Chen
A. Christodoulou
Zhengwei Zhou
Feng Shi
Yibin Xie
Debiao Li
MedIm
SupR
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44
0
02 Mar 2020
ACEnet: Anatomical Context-Encoding Network for Neuroanatomy Segmentation
Yuemeng Li
Hongming Li
Yong-Xian Fan
3DPC
35
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0
13 Feb 2020
Evaluation of Multi-Slice Inputs to Convolutional Neural Networks for Medical Image Segmentation
Minh H. Vu
G. Grimbergen
T. Nyholm
Tommy Löfstedt
SSeg
31
31
0
19 Dec 2019
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
20
81
0
23 Nov 2019
AssemblyNet: A large ensemble of CNNs for 3D Whole Brain MRI Segmentation
Pierrick Coupé
Boris Mansencal
Michael Clement
Rémi Giraud
B. D. D. Senneville
T. Thong
Vincent Lepetit
J. V. Manjón
33
110
0
20 Nov 2019
CAI4CAI: The Rise of Contextual Artificial Intelligence in Computer Assisted Interventions
Tom Kamiel Magda Vercauteren
Mathias Unberath
N. Padoy
Nassir Navab
24
112
0
20 Oct 2019
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