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Title: :  ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION
PaperId: :  10148
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 5 Issue 2 2019
DUI:    16.0415/IJARIIE-10148
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Abhinay R. Dongre Yashwantrao chavan College of Engineering and Technology, Maharashtra, India

Abstract

Electronics and Telecommunications
MRI, CNN, Segmentation,MATLAB.
Detection of brain tumor using a segmentation based approach is critical in cases, where survival of a subject depends on an accurate and timely clinical diagnosis. Gliomas are the most commonly found tu- mors, which have irregular shape and ambiguous boundaries, making them one of the hardest tumors to detect. The automation of brain tumor segmentation remains a challenging problem mainly due to signif- icant variations in its structure. An automated brain tumor segmentation algorithm using deep convolu- tional neural network (DCNN) is presented in this paper. A patch based approach along with an inception module is used for training the deep network by extracting two co-centric patches of different sizes from the input images. Recent developments in deep neural networks such as dropout, batch normalization, non-linear activation and inception module are used to build a new ILinear nexus architecture. The mod- ule overcomes the over-fitting problem arising due to scarcity of data using dropout regularizer. Images are normalized and bias field corrected in the pre-processing step and then extracted patches are passed through a DCNN, which assigns an output label to the central pixel of each patch. Morphological opera- tors are used for post-processing to remove small false positives around the edges.

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IJARIIE Abhinay R. Dongre . "ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION" International Journal Of Advance Research And Innovative Ideas In Education Volume 5 Issue 2 2019 Page 3071-3075
MLA Abhinay R. Dongre . "ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION." International Journal Of Advance Research And Innovative Ideas In Education 5.2(2019) : 3071-3075.
APA Abhinay R. Dongre . (2019). ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION. International Journal Of Advance Research And Innovative Ideas In Education, 5(2), 3071-3075.
Chicago Abhinay R. Dongre . "ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION." International Journal Of Advance Research And Innovative Ideas In Education 5, no. 2 (2019) : 3071-3075.
Oxford Abhinay R. Dongre . 'ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION', International Journal Of Advance Research And Innovative Ideas In Education, vol. 5, no. 2, 2019, p. 3071-3075. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_BRAIN_MR_IMAGES_FOR_TUMOUR_DETECTION_ijariie10148.pdf (Accessed : ).
Harvard Abhinay R. Dongre . (2019) 'ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION', International Journal Of Advance Research And Innovative Ideas In Education, 5(2), pp. 3071-3075IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_BRAIN_MR_IMAGES_FOR_TUMOUR_DETECTION_ijariie10148.pdf (Accessed : )
IEEE Abhinay R. Dongre , "ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION," International Journal Of Advance Research And Innovative Ideas In Education, vol. 5, no. 2, pp. 3071-3075, Mar-App 2019. [Online]. Available: https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_BRAIN_MR_IMAGES_FOR_TUMOUR_DETECTION_ijariie10148.pdf [Accessed : ].
Turabian Abhinay R. Dongre . "ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 5 number 2 ().
Vancouver Abhinay R. Dongre . ANALYSIS OF BRAIN MR IMAGES FOR TUMOUR DETECTION. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2019 [Cited : ]; 5(2) : 3071-3075. Available from: https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_BRAIN_MR_IMAGES_FOR_TUMOUR_DETECTION_ijariie10148.pdf
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