Deep Neural Network Based Classifier Model for Lung Cancer Diagnosis and Prediction System in Healthcare Informatics

2019 ◽  
pp. 492-499 ◽  
Author(s):  
D. Jayaraj ◽  
S. Sathiamoorthy
Keyword(s):  
Neural Network ◽  
Lung Cancer ◽  
Cancer Diagnosis ◽  
Deep Neural Network ◽  
Prediction System ◽  
Healthcare Informatics ◽  
Lung Cancer Diagnosis

scholarly journals Lung Cancer Diagnosis Based on Chan-Vese Active Contour and Polynomial Neural Network

2021 ◽  
Vol 194 ◽  
pp. 22-31
Author(s):  
Kamel Hussein Rahouma ◽  
Shahenda Mahmoud Mabrouk ◽  
Mohamed Aouf
Keyword(s):  
Neural Network ◽  
Lung Cancer ◽  
Cancer Diagnosis ◽  
Active Contour ◽  
Lung Cancer Diagnosis ◽  
Polynomial Neural Network

scholarly journals Lung Cancer Diagnosis using Transfer Learning

2021 ◽  
Vol 9 (11) ◽  
pp. 621-634
Author(s):  
Aashka Mohite
Keyword(s):  
Neural Network ◽  
Lung Cancer ◽  
Transfer Learning ◽  
Cancer Diagnosis ◽  
Chronic Condition ◽  
Death Rate ◽  
Ct Scans ◽  
Lung Cancer Diagnosis ◽  
Learning Architectures ◽  
Lung Ct

Lung cancer is unquestionably a lung-influencing chronic condition that significantly hampers the respiratory system. It is the second most dangerous disease which causes increase in death rate. To resolve this issue, we had planned to create a very Convolutional Neural Network using Transfer learning to specifically classify the lungs CT scans as normal, malignant, or benign in a subtle way. A dataset of 1100 lung CT scans is used for this purpose. For the most part, five Transfer Learning architectures are compared extensively in this classification such as MobileNet, VGG16, VGG19, DenseNet-201 and ResNet-101. Out of which, DenseNet-201 performed the best. The proposed strategy achieved a mean accuracy of 53 percent in the trials and 43% of  mean F1-score, mean precision and mean recall.

scholarly journals Lung cancer diagnosis with quantitative DIC microscopy and a deep convolutional neural network

2019 ◽  
Vol 10 (5) ◽  
pp. 2446 ◽  
Author(s):  
Longfei Zheng ◽  
Kangyuan Yu ◽  
Shuangshuang Cai ◽  
Yu Wang ◽  
Bixin Zeng ◽  
...  
Keyword(s):  
Neural Network ◽  
Lung Cancer ◽  
Convolutional Neural Network ◽  
Cancer Diagnosis ◽  
Deep Convolutional Neural Network ◽  
Lung Cancer Diagnosis ◽  
Dic Microscopy
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