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Title: :  AI-Driven Lungs And Breast Cancer Detection
PaperId: :  23798
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-23798
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
M RonithDayananda Sagar Academy of Technology and Management
Karthik N HebbarDayananda Sagar Academy of Technology and Management
Rakshith SrinivasanDayananda Sagar Academy of Technology and Management
Shravan KarthikDayananda Sagar Academy of Technology and Management
Harshitha B KDayananda Sagar Academy of Technology and Management

Abstract

Computer Engineering
Breast cancer, Lung cancer, Machine learning, Deep learning, Convolutional neural network, EfficientNetB0.
Cancer, particularly lung and breast cancer, remains a significant global health challenge, underscoring the urgency for early detection methods to enhance survival rates. This paper centers on employing artificial intelligence (AI) techniques for the early detection of lung and breast cancer using deep learning and Convolutional Neural Network (CNN) models. This paper presents a comprehensive methodology for the development and evaluation of lung and breast cancer detection models using medical imaging data. Leveraging TensorFlow and a T4 GPU in Google Colab, the methodology navigates through key stages, including dataset collection, data pre-processing, model training, and model evaluation. For lung cancer detection, Chest CT- Scan images were collected and processed using data augmen- tation techniques, leading to the development of a robust Effi- cientNetB0 CNN architecture. The trained model demonstrated high accuracy and generalization ability, with promising results on validation and test datasets. For breast cancer detection, mammography images from the ”cbis-ddsm-breast-cancer-image- dataset” were utilized. A VGG16 CNN architecture was tailored for binary classification, achieving an impressive accuracy on the test dataset.

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IJARIIE M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K. "AI-Driven Lungs And Breast Cancer Detection" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 1202-1208
MLA M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K. "AI-Driven Lungs And Breast Cancer Detection." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 1202-1208.
APA M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, & Harshitha B K. (2024). AI-Driven Lungs And Breast Cancer Detection. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 1202-1208.
Chicago M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K. "AI-Driven Lungs And Breast Cancer Detection." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 1202-1208.
Oxford M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K. 'AI-Driven Lungs And Breast Cancer Detection', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 1202-1208. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AI_Driven_Lungs_And_Breast_Cancer_Detection_ijariie23798.pdf (Accessed : 03 September 2024).
Harvard M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K. (2024) 'AI-Driven Lungs And Breast Cancer Detection', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 1202-1208IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AI_Driven_Lungs_And_Breast_Cancer_Detection_ijariie23798.pdf (Accessed : 03 September 2024)
IEEE M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K, "AI-Driven Lungs And Breast Cancer Detection," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 1202-1208, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/AI_Driven_Lungs_And_Breast_Cancer_Detection_ijariie23798.pdf [Accessed : 03 September 2024].
Turabian M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K. "AI-Driven Lungs And Breast Cancer Detection." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 (03 September 2024).
Vancouver M Ronith, Karthik N Hebbar, Rakshith Srinivasan, Shravan Karthik, and Harshitha B K. AI-Driven Lungs And Breast Cancer Detection. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 03 September 2024]; 10(3) : 1202-1208. Available from: https://ijariie.com/AdminUploadPdf/AI_Driven_Lungs_And_Breast_Cancer_Detection_ijariie23798.pdf
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