Title | ||
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A global benchmark of algorithms for segmenting the left atrium from late gadolinium-enhanced cardiac magnetic resonance imaging |
Abstract | ||
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•A benchmark study of a global segmentation challenge conducted on the largest atrial LGE-MRI dataset.•Performed rigorous subgroup analysis and hyper-parameter tuning experiments.•U-Net achieved better performance compared to others.•2D and 3D CNN methods had comparable accuracies.•The double, sequentially used CNNs achieved superior results. |
Year | DOI | Venue |
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2021 | 10.1016/j.media.2020.101832 | Medical Image Analysis |
Keywords | DocType | Volume |
Left atrium,Convolutional neural networks,Late gadolinium-enhanced magnetic resonance imaging,Image segmentation | Journal | 67 |
ISSN | Citations | PageRank |
1361-8415 | 4 | 0.46 |
References | Authors | |
0 | 44 |
Name | Order | Citations | PageRank |
---|---|---|---|
Zhaohan Xiong | 1 | 16 | 3.15 |
Qing Xia | 2 | 7 | 4.57 |
Zhiqiang Hu | 3 | 4 | 0.46 |
Ning Huang | 4 | 21 | 3.15 |
Cheng Bian | 5 | 4 | 1.14 |
Yefeng Zheng | 6 | 1391 | 114.67 |
Sulaiman Vesal | 7 | 10 | 3.06 |
nishant ravikumar | 8 | 23 | 12.43 |
Andreas K. Maier | 9 | 560 | 178.76 |
Xin Yang | 10 | 175 | 12.96 |
Pheng-Ann Heng | 11 | 3565 | 280.98 |
Dong Ni | 12 | 137 | 20.07 |
Caizi Li | 13 | 4 | 0.46 |
Qianqian Tong | 14 | 24 | 6.74 |
Weixin Si | 15 | 47 | 9.93 |
Elodie Puybareau | 16 | 4 | 0.46 |
Younes Khoudli | 17 | 4 | 0.46 |
Thierry G?eraud | 18 | 390 | 35.10 |
Chen Chen | 19 | 15 | 4.79 |
Wenjia Bai | 20 | 445 | 35.84 |
Daniel Rueckert | 21 | 9338 | 637.58 |
Lingchao Xu | 22 | 4 | 0.46 |
Xiahai Zhuang | 23 | 411 | 38.76 |
Xinzhe Luo | 24 | 5 | 1.85 |
Shuman Jia | 25 | 8 | 2.26 |
Maxime Sermesant | 26 | 1111 | 122.97 |
Yashu Liu | 27 | 9 | 3.21 |
Kuanquan Wang | 28 | 1617 | 141.11 |
Davide Borra | 29 | 8 | 2.11 |
Alessandro Masci | 30 | 4 | 3.50 |
Cristiana Corsi | 31 | 49 | 14.59 |
Coen de Vente | 32 | 4 | 0.46 |
Mitko Veta | 33 | 4 | 0.46 |
Rashed Karim | 34 | 56 | 9.98 |
Chandrakanth Jayachandran Preetha | 35 | 4 | 0.46 |
Sandy Engelhardt | 36 | 4 | 0.80 |
Menyun Qiao | 37 | 4 | 0.46 |
Yuanyuan Wang | 38 | 28 | 11.12 |
Qian Tao | 39 | 4 | 0.46 |
Marta Nuñez Garcia | 40 | 8 | 4.99 |
Oscar Camara | 41 | 123 | 17.87 |
Nicolo Savioli | 42 | 4 | 0.46 |
P Lamata | 43 | 176 | 23.91 |
Jichao Zhao | 44 | 9 | 2.05 |