articleScientific ReportsFeb 20, 2023GOLD OA

Deep learning ensemble 2D CNN approach towards the detection of lung cancer

Bahria University · Arab Open University · +1 more institution

PubMed
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Abstract

In recent times, deep learning has emerged as a great resource to help research in medical sciences. A lot of work has been done with the help of computer science to expose and predict different diseases in human beings. This research uses the Deep Learning algorithm Convolutional Neural Network (CNN) to detect a Lung Nodule, which can be cancerous, from different CT Scan images given to the model. For this work, an Ensemble approach has been developed to address the issue of Lung Nodule Detection. Instead of using only one Deep Learning model, we combined the performance of two or more CNNs so they could perform and predict the outcome with more accuracy. The LUNA 16 Grand challenge dataset has been utilized,…

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184
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41.07
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100%
References
32
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Authors

5

Topics & keywords

Keywords
  • Deep learning
  • Artificial intelligence
  • Convolutional neural network
  • Computer science
  • Ensemble learning
  • Pooling
  • Machine learning
  • Data set
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