Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image
Leukemia is a blood cancer that attacks human white blood cells. This disease is divided into four types, including Acute Myeloid Leukemia (AML). AML is the most common type of acute leukemia, and it has eight types of subtypes distinguished by the level of cell maturation. Medical personnel determi...
Saved in:
Main Authors: | , , , , |
---|---|
Format: | Book Section PeerReviewed |
Language: | English English English English |
Published: |
IEEE
2020
|
Subjects: | |
Online Access: | http://repository.unair.ac.id/106370/1/Segmentation.pdf http://repository.unair.ac.id/106370/2/Bukti%20Etik%20Segmentation.pdf http://repository.unair.ac.id/106370/3/Segmentation%20System%20of%20Acute%20Myeloid%20Leukemia%20%28AML%29%20Subtypes%20on%20Microscopic%20Blood%20Smear%20Image.pdf http://repository.unair.ac.id/106370/4/Segmentation%20System%20of%20Acute%20Myeloid%20Leukemia%20%28AML%29%20Subtypes%20on%20Microscopic%20Blood%20Smear%20Image.pdf http://repository.unair.ac.id/106370/ https://ieeexplore.ieee.org/document/9231651/keywords#keywords https://doi.org/10.1109/IES50839.2020.9231651 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Universitas Airlangga |
Language: | English English English English |
id |
id-langga.106370 |
---|---|
record_format |
dspace |
spelling |
id-langga.1063702021-05-05T03:19:26Z http://repository.unair.ac.id/106370/ Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image Nur Khomairoh Riyanto Sigit Tri Harsono Yetti Hernaningsih Anwar R Medicine (General) RB37-56.5 Clinical pathology. Laboratory technique Leukemia is a blood cancer that attacks human white blood cells. This disease is divided into four types, including Acute Myeloid Leukemia (AML). AML is the most common type of acute leukemia, and it has eight types of subtypes distinguished by the level of cell maturation. Medical personnel determines the type of AML based on microscopic images of blood cell smears that contain white blood cells, red blood cells, and pieces of blood. This research builds a segmentation system that can determine the boundary of an object with the surrounding area, where the object sought is white blood cells contained in microscopic images of blood cell smears. White blood cells are sought based on ROI using the Haar Cascade Classifier, and then segmentation is carried out on the nucleus and cytoplasm. AML sub-types used as objects in this study are M4, M5, and M7. Based on the results of experimental data on the segmentation system, the nucleus segmentation in each cell of M4, M5, and M7 with an accuracy of 87.5%, 90.4%, 84.6% in sequence, and the results of cytoplasm segmentation are 75%, 71.4%, and 80.76%, respectively. IEEE 2020 Book Section PeerReviewed text en http://repository.unair.ac.id/106370/1/Segmentation.pdf text en http://repository.unair.ac.id/106370/2/Bukti%20Etik%20Segmentation.pdf text en http://repository.unair.ac.id/106370/3/Segmentation%20System%20of%20Acute%20Myeloid%20Leukemia%20%28AML%29%20Subtypes%20on%20Microscopic%20Blood%20Smear%20Image.pdf text en http://repository.unair.ac.id/106370/4/Segmentation%20System%20of%20Acute%20Myeloid%20Leukemia%20%28AML%29%20Subtypes%20on%20Microscopic%20Blood%20Smear%20Image.pdf Nur Khomairoh and Riyanto Sigit and Tri Harsono and Yetti Hernaningsih and Anwar (2020) Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image. In: 2020 International Electronics Symposium (IES). IEEE, pp. 1-6. https://ieeexplore.ieee.org/document/9231651/keywords#keywords https://doi.org/10.1109/IES50839.2020.9231651 |
institution |
Universitas Airlangga |
building |
Universitas Airlangga Library |
continent |
Asia |
country |
Indonesia Indonesia |
content_provider |
Universitas Airlangga Library |
collection |
UNAIR Repository |
language |
English English English English |
topic |
R Medicine (General) RB37-56.5 Clinical pathology. Laboratory technique |
spellingShingle |
R Medicine (General) RB37-56.5 Clinical pathology. Laboratory technique Nur Khomairoh Riyanto Sigit Tri Harsono Yetti Hernaningsih Anwar Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image |
description |
Leukemia is a blood cancer that attacks human white blood cells. This disease is divided into four types, including Acute Myeloid Leukemia (AML). AML is the most common type of acute leukemia, and it has eight types of subtypes distinguished by the level of cell maturation. Medical personnel determines the type of AML based on microscopic images of blood cell smears that contain white blood cells, red blood cells, and pieces of blood. This research builds a segmentation system that can determine the boundary of an object with the surrounding area, where the object sought is white blood cells contained in microscopic images of blood cell smears. White blood cells are sought based on ROI using the Haar Cascade Classifier, and then segmentation is carried out on the nucleus and cytoplasm. AML sub-types used as objects in this study are M4, M5, and M7. Based on the results of experimental data on the segmentation system, the nucleus segmentation in each cell of M4, M5, and M7 with an accuracy of 87.5%, 90.4%, 84.6% in sequence, and the results of cytoplasm segmentation are 75%, 71.4%, and 80.76%, respectively. |
format |
Book Section PeerReviewed |
author |
Nur Khomairoh Riyanto Sigit Tri Harsono Yetti Hernaningsih Anwar |
author_facet |
Nur Khomairoh Riyanto Sigit Tri Harsono Yetti Hernaningsih Anwar |
author_sort |
Nur Khomairoh |
title |
Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image |
title_short |
Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image |
title_full |
Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image |
title_fullStr |
Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image |
title_full_unstemmed |
Segmentation System of Acute Myeloid Leukemia (AML) Subtypes on Microscopic Blood Smear Image |
title_sort |
segmentation system of acute myeloid leukemia (aml) subtypes on microscopic blood smear image |
publisher |
IEEE |
publishDate |
2020 |
url |
http://repository.unair.ac.id/106370/1/Segmentation.pdf http://repository.unair.ac.id/106370/2/Bukti%20Etik%20Segmentation.pdf http://repository.unair.ac.id/106370/3/Segmentation%20System%20of%20Acute%20Myeloid%20Leukemia%20%28AML%29%20Subtypes%20on%20Microscopic%20Blood%20Smear%20Image.pdf http://repository.unair.ac.id/106370/4/Segmentation%20System%20of%20Acute%20Myeloid%20Leukemia%20%28AML%29%20Subtypes%20on%20Microscopic%20Blood%20Smear%20Image.pdf http://repository.unair.ac.id/106370/ https://ieeexplore.ieee.org/document/9231651/keywords#keywords https://doi.org/10.1109/IES50839.2020.9231651 |
_version_ |
1707053181548101632 |