Title | ||
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SCPM-Net: An anchor-free 3D lung nodule detection network using sphere representation and center points matching |
Abstract | ||
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•A novel anchor-free detection framework for lung nodule detection in 3D images.•A novel sphere-based intersection-over-union loss function, which optimizes the detector by minimizing many geometric metrics directly.•A novel center point matching strategy to reduce the false positive and increase the sensitivity.•Our anchor-free detection framework achieved state-of-the-art performance on the public LUNA16 dataset. |
Year | DOI | Venue |
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2022 | 10.1016/j.media.2021.102287 | Medical Image Analysis |
Keywords | DocType | Volume |
Lung nodule detection,Anchor-free detection,Sphere representation,Center points matching | Journal | 75 |
ISSN | Citations | PageRank |
1361-8415 | 0 | 0.34 |
References | Authors | |
0 | 8 |
Name | Order | Citations | PageRank |
---|---|---|---|
Xiangde Luo | 1 | 7 | 3.13 |
Tao Song | 2 | 17 | 4.34 |
Guotai Wang | 3 | 87 | 7.68 |
Chen Jieneng | 4 | 4 | 1.79 |
Yinan Chen | 5 | 3 | 1.77 |
Kang Li | 6 | 0 | 0.34 |
Dimitris N. Metaxas | 7 | 0 | 0.34 |
Shaoting Zhang | 8 | 2 | 0.98 |