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- W4327896543 abstract "Lung cancer is a high-risk disease that affects people all over the world, and lung nodules are the most common sign of early lung cancer. Since early identification of lung cancer can considerably improve a lung scanner patient's chances of survival, an accurate and efficient nodule detection system can be essential. Automatic lung nodule recognition decreases radiologists' effort, as well as the risk of misdiagnosis and missed diagnoses. Hence, this article developed a new lung nodule detection model with four stages like Image pre-processing, segmentation, feature extraction and classification. In this processes, pre-processing is the first step, in which the input image is subjected to a series of operations. Then, the Otsu Thresholding model is used to segment the pre-processed pictures. Then in the third stage, the LBP features are retrieved that is then classified via optimized Convolutional Neural Network (CNN). In this, the activation function and convolutional layer count of CNN is optimally tuned via a proposed algorithm known as Improved Moth Flame Optimization (IMFO). At the end, the betterment of the scheme is validated by carrying out analysis in terms of certain measures. Especially, the accuracy of the proposed work is 6.85%, 2.91%, 1.75%, 0.73%, 1.83%, as well as 4.05% superior to the extant SVM, KNN, CNN, MFO, WTEEB as well as GWO + FRVM methods respectively." @default.
- W4327896543 created "2023-03-21" @default.
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- W4327896543 date "2023-03-13" @default.
- W4327896543 modified "2023-09-30" @default.
- W4327896543 title "Lung Nodule Detection via Optimized Convolutional Neural Network: Impact of Improved Moth Flame Algorithm" @default.
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- W4327896543 doi "https://doi.org/10.1007/s11220-022-00406-1" @default.
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