Abstract:
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 t...Show MoreMetadata
Abstract:
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.
Published in: 2020 International Electronics Symposium (IES)
Date of Conference: 29-30 September 2020
Date Added to IEEE Xplore: 20 October 2020
ISBN Information:
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- IEEE Keywords
- Index Terms
- Acute Leukemia ,
- Acute Myeloid Leukemia ,
- Blood Smears ,
- Blood Smear Images ,
- Leukocytes ,
- Blood Cells ,
- Red Blood Cells ,
- Segmentation Results ,
- Acute Myeloid Leukemia Subtypes ,
- Training Data ,
- Cytoplasm Of Cells ,
- Result Of Process ,
- Complete Blood Count ,
- Bounding Box ,
- Color Variation ,
- Positive Image ,
- Negative Images ,
- Convex Hull ,
- Segmentation Process ,
- Preprocessing Stage ,
- Color Conversion ,
- S-channel ,
- Histogram Equalization ,
- Region Of Interest Image
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Acute Leukemia ,
- Acute Myeloid Leukemia ,
- Blood Smears ,
- Blood Smear Images ,
- Leukocytes ,
- Blood Cells ,
- Red Blood Cells ,
- Segmentation Results ,
- Acute Myeloid Leukemia Subtypes ,
- Training Data ,
- Cytoplasm Of Cells ,
- Result Of Process ,
- Complete Blood Count ,
- Bounding Box ,
- Color Variation ,
- Positive Image ,
- Negative Images ,
- Convex Hull ,
- Segmentation Process ,
- Preprocessing Stage ,
- Color Conversion ,
- S-channel ,
- Histogram Equalization ,
- Region Of Interest Image
- Author Keywords