Deep 3D convolutional neural network in early detection of Lung cancer
Cataloged from PDF version of thesis.
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| Ձևաչափ: | Թեզիս |
| Լեզու: | English |
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BRAC University
2019
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| Առցանց հասանելիություն: | http://hdl.handle.net/10361/11293 |
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10361-11293 |
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10361-112932022-01-26T10:15:57Z Deep 3D convolutional neural network in early detection of Lung cancer Hossain, Khandoker Jobayer Rana, Md. Jewel Ajghar, Abdullah Ali Alam, Nur-a-taj Arif, Hossain Department of Computer Science and Engineering, BRAC University Neural Network CT scan Lung segmentation Neural networks (Computer science) Cataloged from PDF version of thesis. Includes bibliographical references (pages 33-35). This thesis is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2018. Early detection of lung cancer is essential for the survival of patients. Lung Cancer remains the deadliest cancer in the world. Lung cancer diagnosis is still a time consuming and long awaiting process. The oncologist is facing tremendous workload for the diagnosis of lung cancer. The quality of their work is also deteriorating as work-pressure is increases. On the other hand, the number of cancer affected people is increasing day by day due to environment changes (environmental pollution, increase of UV radiation, increase of radiation substances in the environment, etc.). So, computer-aided-diagnosis systems can play an essential role to detect stage I lung cancer which may force the survival rate of lung cancer from below 20% to more than 70%. In this paper, we propose a model to detect the malignancy from a patient’s CT Scans using 3D convolutional neural network. We used lung CT volumes to train our model, which consists of Input layer, several Hidden layers, Fully Connected layers and finally the output layer to show the malignancy. The proposed system runs in a workstation with a moderate configuration and the output comes in a very short time. We do believe that, this application of deep 3D convolutional neural network will have a great impact in the field of medical science and cancer diagnosis. Khandoker Jobayer Hossain Md. Jewel Rana Abdullah Ali Ajghar Nur-a-taj Alam B. Computer Science and Engineering 2019-01-24T09:16:42Z 2019-01-24T09:16:42Z 2018 7/22/2018 Thesis ID 13201007 ID 13101203 ID 13301057 ID 13301141 http://hdl.handle.net/10361/11293 en 35 pages application/pdf BRAC University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Neural Network CT scan Lung segmentation Neural networks (Computer science) |
| spellingShingle |
Neural Network CT scan Lung segmentation Neural networks (Computer science) Hossain, Khandoker Jobayer Rana, Md. Jewel Ajghar, Abdullah Ali Alam, Nur-a-taj Deep 3D convolutional neural network in early detection of Lung cancer |
| description |
Cataloged from PDF version of thesis. |
| author2 |
Arif, Hossain |
| author_facet |
Arif, Hossain Hossain, Khandoker Jobayer Rana, Md. Jewel Ajghar, Abdullah Ali Alam, Nur-a-taj |
| format |
Thesis |
| author |
Hossain, Khandoker Jobayer Rana, Md. Jewel Ajghar, Abdullah Ali Alam, Nur-a-taj |
| author_sort |
Hossain, Khandoker Jobayer |
| title |
Deep 3D convolutional neural network in early detection of Lung cancer |
| title_short |
Deep 3D convolutional neural network in early detection of Lung cancer |
| title_full |
Deep 3D convolutional neural network in early detection of Lung cancer |
| title_fullStr |
Deep 3D convolutional neural network in early detection of Lung cancer |
| title_full_unstemmed |
Deep 3D convolutional neural network in early detection of Lung cancer |
| title_sort |
deep 3d convolutional neural network in early detection of lung cancer |
| publisher |
BRAC University |
| publishDate |
2019 |
| url |
http://hdl.handle.net/10361/11293 |
| work_keys_str_mv |
AT hossainkhandokerjobayer deep3dconvolutionalneuralnetworkinearlydetectionoflungcancer AT ranamdjewel deep3dconvolutionalneuralnetworkinearlydetectionoflungcancer AT ajgharabdullahali deep3dconvolutionalneuralnetworkinearlydetectionoflungcancer AT alamnurataj deep3dconvolutionalneuralnetworkinearlydetectionoflungcancer |
| _version_ |
1814308539355627520 |