ACADSTAFF UGM

CREATION
Title : Morphological, Texture, and Color Feature Analysis for Erythrocyte Classification in Thalassemia Cases
Author :

DYAH ARUMING TYAS (1) Prof. Dra. Sri Hartati, M.Sc., Ph.D. (2) Prof. Drs. Agus Harjoko, M.Sc., Ph.D. (3) Dr. dr. Tri Ratnaningsih, Sp.PK(K).,M.Kes. (4)
Date : 0 2020
Keyword : distance angle signature, erythrocytes, morphological feature, thalassemia.,Classification distance angle signature, erythrocytes, morphological feature, thalassemia.,Classification
Abstract : Abnormal erythrocytes have diverse shapes. The appearance of speci c erythrocyte shapes in a person's blood can indicate certain diseases, including thalassemia. We used thalassemia peripheral blood smear images and applied a segmentation process to produce single erythrocyte sub-images. Each erythrocyte has a unique shape. The selection of appropriate features to represent erythrocytes is critical for classi cation accuracy. We used morphological features such as moment invariants, geometry parameters of the cell and central pallor, and distance angle signature (DAS) morphological features of the cell and central pallor.We combined morphological features with texture and color features to increase the accuracy of erythrocyte classi cation. In this study, the multi-layer perceptron is used to classify nine shapes of erythrocytes present in thalassemia cases. The experimental results of 7108 erythrocytes indicated an accuracy of 98.11?sed on the combination of features. The experimental results also show that the combination of features we proposed produced higher classi cation accuracy than previous work, which yielded an accuracy of 93.77%.
Group of Knowledge : Ilmu Komputer
Original Language : English
Level : Internasional
Status :
Published
Document
No Title Document Type Action
1 Morphological, Texture, and Color Feature Analysis for Erythrocyte Classification in Thalassemia Cases.pdf
Document Type : [PAK] Cek Similarity
[PAK] Cek Similarity View
2 Bukti korespondensi IEEE Access Thalassemia-lengkap.pdf
Document Type : [PAK] Bukti Korespondensi Penulis
[PAK] Bukti Korespondensi Penulis View
3 Editorial chief+Board - IEEE Access.pdf
Document Type : [PAK] Halaman Editorial
[PAK] Halaman Editorial View
4 front page - IEEE Access_ The Multidisciplinary Open Access Journal.pdf
Document Type : [PAK] Halaman Cover
[PAK] Halaman Cover View
5 Morphological_Texture_and_Color_Feature_Analysis_for_Erythrocyte_Classification_in_Thalassemia_Cases_compressed.pdf
Document Type : [PAK] Full Dokumen
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6 PEER REVIEW_ Agus Harjoko 4.pdf
Document Type : [PAK] Peer Review
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7 Fulldok+EC Morphological, Texture, and Color Feature Analysis for Erythrocyte Classification in Thalassemia Cases.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View