Object Detection as Campylobacter Bacteria and Phagocytotic Activity of Leukocytes in Gram Stained Smears Images
Kyohei Yoshihara, Kouich Hirata
2022
Abstract
In this paper, we apply object detection to Gram stained smear images, where objects are Campylobacter bacteria and phagocytotic activity of leukocytes. Then, we adopt three CNN-based object detectors of Faster R-CNN, RetinaNet and YOLOv5. The outline of the detection is first to annotate the regions of objects as Campylobacter bacteria and phagocytotic activity of leukocytes in training images, and then to detect the regions of objects in the remained test images by using the detectors. Finally, we give experimental results of detecting Campylobacter bacteria and phagocytotic activity of leukocytes in Gram stained smear images by using the detectors.
DownloadPaper Citation
in Harvard Style
Yoshihara K. and Hirata K. (2022). Object Detection as Campylobacter Bacteria and Phagocytotic Activity of Leukocytes in Gram Stained Smears Images. In Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM, ISBN 978-989-758-549-4, pages 534-541. DOI: 10.5220/0010813800003122
in Bibtex Style
@conference{icpram22,
author={Kyohei Yoshihara and Kouich Hirata},
title={Object Detection as Campylobacter Bacteria and Phagocytotic Activity of Leukocytes in Gram Stained Smears Images},
booktitle={Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,},
year={2022},
pages={534-541},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010813800003122},
isbn={978-989-758-549-4},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,
TI - Object Detection as Campylobacter Bacteria and Phagocytotic Activity of Leukocytes in Gram Stained Smears Images
SN - 978-989-758-549-4
AU - Yoshihara K.
AU - Hirata K.
PY - 2022
SP - 534
EP - 541
DO - 10.5220/0010813800003122