| Medical image segmentation with UNet-based multi-scale context fusion |
| Yuan, Yongqi; Cheng, Yong
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| 2024-10-28
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| 发表期刊 | SCIENTIFIC REPORTS
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| ISSN | 2045-2322
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| 卷号 | 14期号:1 |
| 摘要 | Histopathological examination holds a crucial role in cancer grading and serves as a significant reference for devising individualized patient treatment plans in clinical practice. Nevertheless, the distinctive features of numerous histopathological image targets frequently contribute to suboptimal segmentation performance. In this paper, we propose a UNet-based multi-scale context fusion algorithm for medical image segmentation, which extracts rich contextual information by extracting semantic information at different encoding stages and assigns different weights to the semantic information at different scales through TBSFF module to improve the learning ability of the network for features. Through multi-scale context fusion and feature selection networks, richer semantic features and detailed information are extracted. The target can be more accurately segmented without significantly increasing the extra overhead. The results demonstrate that our algorithm achieves superior Dice and IoU scores with a relatively small parameter count. Specifically, on the GlaS dataset, the Dice score is 90.56, and IoU is 83.47. For the MoNuSeg dataset, the Dice score is 79.07, and IoU is 65.98. |
| 其他关键词 | ATTENTION
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| DOI | 10.1038/s41598-024-66585-x
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| 收录类别 | SCIE
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| 语种 | 英语
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| WOS研究方向 | Science & Technology - Other Topics
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| WOS类目 | Multidisciplinary Sciences
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| WOS记录号 | WOS:001345716800093
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| 出版者 | NATURE PORTFOLIO
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| 原始文献类型 | Article
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| 引用统计 |
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| 文献类型 | 期刊论文
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| 条目标识符 | http://ir.library.ouchn.edu.cn/handle/39V7QQFX/173648
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| 专题 | 国家开放大学江苏分部
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| 通讯作者 | Cheng, Yong |
| 作者单位 | Jiangsu Open Univ, Sch Informat Technol, Nanjing 210000, Jiangsu, Peoples R China
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| 第一作者单位 | 国家开放大学江苏分部
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| 通讯作者单位 | 国家开放大学江苏分部
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| 第一作者的第一单位 | 国家开放大学江苏分部
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推荐引用方式
GB/T 7714 |
Yuan, Yongqi,Cheng, Yong. Medical image segmentation with UNet-based multi-scale context fusion[J].
SCIENTIFIC REPORTS,2024,14(1).
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| APA |
Yuan, Yongqi,&Cheng, Yong.(2024).Medical image segmentation with UNet-based multi-scale context fusion.SCIENTIFIC REPORTS,14(1).
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| MLA |
Yuan, Yongqi,et al."Medical image segmentation with UNet-based multi-scale context fusion".SCIENTIFIC REPORTS 14.1(2024).
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