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1 August 2022 Small object segmentation in medical image
Jingwei Zhong
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Proceedings Volume 12257, 4th International Conference on Information Science, Electrical, and Automation Engineering (ISEAE 2022); 1225723 (2022) https://doi.org/10.1117/12.2640187
Event: 4th International Conference on Information Science, Electrical, and Automation Engineering (ISEAE 2022), 2022, Guangzhou, China
Abstract
Now the mortality of cancer is high, which seriously threatens the safety of human life. It is very difficult to accurately segment small objects such as cancer lesions or cells. In order to improve the accuracy of small object segmentation, this paper proposes to use RPN module to frame and select small objects, then use FSRCNN to enlarge the low resolution picture, and finally use a simple U-shaped segmentation model to segment small objects. The model has been evaluated on the cell data set and achieved good results.
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Jingwei Zhong "Small object segmentation in medical image", Proc. SPIE 12257, 4th International Conference on Information Science, Electrical, and Automation Engineering (ISEAE 2022), 1225723 (1 August 2022); https://doi.org/10.1117/12.2640187
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KEYWORDS
Image segmentation
Medical imaging
Data modeling
Performance modeling
Convolution
Visual process modeling
Feature extraction
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