TY - GEN
T1 - Classification of Human Tissues from Histopathology Images Using Deep Learning Techniques
AU - Ramanathan, A.
AU - Kantheti, Trilok
AU - Zhou, Chen
AU - Kumara, Soundar
AU - Torres-Cabala, Carlos A.
AU - Iyer, Swaminathan P.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Classification of Nuclei from Histopathology images is an important step in both diagnosis and prognosis of disease. The proposed study classifies five different tissues that are annotated for their Nuclei from Histopathology images stained using Hematoxylin and Eosin. Various pre-trained deep learning-based models were deployed and the best results were obtained using the DenseNet121deep learning model. An accuracy of 90% and an Area Under Curve of 0.9843 was obtained in the classification of Histopatho images of five completely different tissues thereby showing the strength of deep learning in Whole slide image classification.
AB - Classification of Nuclei from Histopathology images is an important step in both diagnosis and prognosis of disease. The proposed study classifies five different tissues that are annotated for their Nuclei from Histopathology images stained using Hematoxylin and Eosin. Various pre-trained deep learning-based models were deployed and the best results were obtained using the DenseNet121deep learning model. An accuracy of 90% and an Area Under Curve of 0.9843 was obtained in the classification of Histopatho images of five completely different tissues thereby showing the strength of deep learning in Whole slide image classification.
UR - http://www.scopus.com/inward/record.url?scp=85197511762&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85197511762&partnerID=8YFLogxK
U2 - 10.1109/ICBSII61384.2024.10564062
DO - 10.1109/ICBSII61384.2024.10564062
M3 - Conference contribution
AN - SCOPUS:85197511762
T3 - Proceedings of the 2024 10th International Conference on Biosignals, Images and Instrumentation, ICBSII 2024
BT - Proceedings of the 2024 10th International Conference on Biosignals, Images and Instrumentation, ICBSII 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th International Conference on Biosignals, Images and Instrumentation, ICBSII 2024
Y2 - 20 March 2024 through 22 March 2024
ER -