Wei-Cheng Tung, Brijesh Patel, Vytautas Bučinskas, Andrius Dzedzickis, Modris Greitans, Po Ting Lin. Automatic Cell Recognition in Microscopic Images Based on Contrast Enhancement and YOLO. 2023 International Conference on Advanced Robotics and Intelligent Systems (ARIS 2023), 2023.
Bibtex citāts:
Bibtex citāts:
@article{15724_2023,
author = {Wei-Cheng Tung and Brijesh Patel and Vytautas Bučinskas and Andrius Dzedzickis and Modris Greitans and Po Ting Lin},
title = {Automatic Cell Recognition in Microscopic Images Based on Contrast Enhancement and YOLO},
journal = {2023 International Conference on Advanced Robotics and Intelligent Systems (ARIS 2023)},
year = {2023}
}
author = {Wei-Cheng Tung and Brijesh Patel and Vytautas Bučinskas and Andrius Dzedzickis and Modris Greitans and Po Ting Lin},
title = {Automatic Cell Recognition in Microscopic Images Based on Contrast Enhancement and YOLO},
journal = {2023 International Conference on Advanced Robotics and Intelligent Systems (ARIS 2023)},
year = {2023}
}
Anotācija: The recognition of living cells in microscopic images is an important part of creating new types of autonomous, flexible microrobots for the manipulation of individual living cells. However, such systems are not widespread since the cost of designing them is high and they require significant human resources. Manual recognition of yeast cells in microscopic images is time-consuming and subject to human error. In this paper, we proposed a system for automatic cell recognition in microscopic images of living cells. The system utilized the You Only Look Once Version 7 (YOLOv7) algorithm for segmenting and marking living cells in microscopic images. To improve the stability of model training, validation, and testing, we enhanced the contrast of the microscopic images. Our experimental results showed that the proposed system achieved high accuracy and robustness in recognizing yeast cells in microscopic images.