Lung Cancer Prediction Using CNN and Transfer Learning

Gopisetti Radhika; B,Mankanth; Boddu Mounika; Danda Jahnavi; Banavath Bhavani Bai

Lung Cancer Prediction Using CNN and Transfer Learning

April 2025

Vol-11, Issue-2

Paper ID: 26111

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Electronics and Communication Engineering

Keywords

Lung Cancer Detection. CNNs (Convolutional neural Networks). Transfer Learnin. Deep Learning. Medical Imaging Computer-Aided Diagnosis.

Abstract

Lung cancer is one of the leading causes of cancer-related deaths worldwide, with early detection being critical for improving patient outcomes. However, the detection of lung cancer can be challenging, even for experienced radiologists, due to the complexity and variability of lung nodules. Recent advances in deep learning have shown promise in improving the accuracy and efficiency of lung cancer detection. The proposed model achieves high accuracy in distinguishing between malignant and benign lung nodules, with a training accuracy of 99.18% and testing accuracy of 95.87%. The use of transfer learning enables the model to leverage knowledge learned from large -scale image classification tasks, reducing the need for extensive training data and improving overall performance. The model’s performance is evaluated using a range of metrics, including accuracy, precision, recall, and F1 score.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Gopisetti Radhika	Vasireddy Venkatadri Institution of Technology
2	B,Mankanth	Vasireddy Venkatadri Institution of Technology
3	Boddu Mounika	Vasireddy Venkatadri Institution of Technology
4	Danda Jahnavi	Vasireddy Venkatadri Institution of Technology
5	Banavath Bhavani Bai	Vasireddy Venkatadri Institution of Technology

How to Cite

Use the following formats to cite this article in your research.

APA Style

Radhika, Gopisetti, B,Mankanth, Mounika, Boddu, Jahnavi, Danda, & Bai, Banavath Bhavani (2025). Lung Cancer Prediction Using CNN and Transfer Learning. International Journal of Advance Research and Innovative Ideas In Education, 11(2), 1242-1249.

MLA Style

Radhika, Gopisetti, et al. "Lung Cancer Prediction Using CNN and Transfer Learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, 2025, pp. 1242-1249.

IEEE Style

Gopisetti Radhika, B,Mankanth, Boddu Mounika, Danda Jahnavi, and Banavath Bhavani Bai, "Lung Cancer Prediction Using CNN and Transfer Learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, pp. 1242-1249, 2025.

Vancouver Style

Radhika Gopisetti, B,Mankanth, Mounika Boddu, Jahnavi Danda, Bai Banavath Bhavani. Lung Cancer Prediction Using CNN and Transfer Learning. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):1242-1249.

Harvard Style

Radhika, Gopisetti, B,Mankanth, Mounika, Boddu, Jahnavi, Danda, & Bai, Banavath Bhavani (2025) 'Lung Cancer Prediction Using CNN and Transfer Learning', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 1242-1249.

Chicago Style

Radhika, Gopisetti, et al. "Lung Cancer Prediction Using CNN and Transfer Learning." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 1242-1249.

Turabian Style

Radhika, Gopisetti, et al. "Lung Cancer Prediction Using CNN and Transfer Learning." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 1242-1249.