Investigation about Control of False Positive Rate for Automatic Sperm Detection in Assisted Reproductive Technology

Investigation about Control of False Positive Rate for Automatic Sperm Detection in Assisted Reproductive Technology
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DOI:
10.1109/smc.2018.00339
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发表时间:
2018-10
期刊:
2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC)
影响因子:
--
通讯作者:
Hayato Sasaki;Masaya Nakata;M. Yamamoto;T. Takeshima;Y. Yumura;T. Hamagami
Hayato Sasaki;Masaya Nakata;M. Yamamoto;T. Takeshima;Y. Yumura;T. Hamagami
中科院分区:
其他
文献类型:
--
作者:
Hayato Sasaki;Masaya Nakata;M. Yamamoto;T. Takeshima;Y. Yumura;T. Hamagami

文献摘要

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本研究旨在实现辅助生殖技术的精子选择支持系统。精子检测是其重要组成技术之一。即使以假阳性检测为代价,也需要高检出率,尽可能不漏掉有希望的精子。误报率控制是保证高检测率的关键技术,提出了Boosting中的自适应阈值调整方法。我们的实验对自适应阈值方法和正常阈值方法在精子检测的检出率和假阳性率方面进行了评估和比较。
This research aims to realize sperm selection support system for assisted reproductive technology. Sperm detection is one of the important component technology. High detection rate is required even the expense of false positive detections so as not to miss promising sperms as much as possible. False positive rate control is key technology for assure high detection rate and adaptive threshold adjustment methods in boosting is proposed. Our experiments evaluate and compare adaptive thresholding method and normal thresholding method as for detection rate and false positive rate of sperm detection.