ISSN 2394-5125
 

Research Article 


BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK

Akash A. Nitnaware, Sonal Gore.

Abstract
A Neurologist uses many test to locate or diagnose a brain tumor. Several tests may be conducted to identify if tumor has spread to any other part of body from where it started. This is rare in case of brain tumor and known as metastasis otherwise. One of the difficulty arises for a Radiologist or Neurologist while analyzing imaging tests for MRI scans i.e to differentiate healthy tissue from tumorous tissues. The dataset used is BRATS-2015 containing 3D images but images are converted in 2D images using „DICOM converter‟ tool and are considered for this experimentation. The proposed method is to use UNET model for proper segmentation of tumor from healthy tissues. Due to unpredictable shape or place of appearance, segmenting brain tumors from imaging data is one of the most challenging tasks in medical image analysis.

Key words: Brain tumor, CNN, UNET, Segmentation


 
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How to Cite this Article
Pubmed Style

Akash A. Nitnaware, Sonal Gore. BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK. JCR. 2020; 7(19): 4211-4215. doi:10.31838/jcr.07.19.494


Web Style

Akash A. Nitnaware, Sonal Gore. BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK. http://www.jcreview.com/?mno=127623 [Access: September 14, 2020]. doi:10.31838/jcr.07.19.494


AMA (American Medical Association) Style

Akash A. Nitnaware, Sonal Gore. BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK. JCR. 2020; 7(19): 4211-4215. doi:10.31838/jcr.07.19.494



Vancouver/ICMJE Style

Akash A. Nitnaware, Sonal Gore. BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK. JCR. (2020), [cited September 14, 2020]; 7(19): 4211-4215. doi:10.31838/jcr.07.19.494



Harvard Style

Akash A. Nitnaware, Sonal Gore (2020) BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK. JCR, 7 (19), 4211-4215. doi:10.31838/jcr.07.19.494



Turabian Style

Akash A. Nitnaware, Sonal Gore. 2020. BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK. Journal of Critical Reviews, 7 (19), 4211-4215. doi:10.31838/jcr.07.19.494



Chicago Style

Akash A. Nitnaware, Sonal Gore. "BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK." Journal of Critical Reviews 7 (2020), 4211-4215. doi:10.31838/jcr.07.19.494



MLA (The Modern Language Association) Style

Akash A. Nitnaware, Sonal Gore. "BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK." Journal of Critical Reviews 7.19 (2020), 4211-4215. Print. doi:10.31838/jcr.07.19.494



APA (American Psychological Association) Style

Akash A. Nitnaware, Sonal Gore (2020) BRAIN TUMOR SEGMENTATION USING UNET DEEP NEURAL NETWORK. Journal of Critical Reviews, 7 (19), 4211-4215. doi:10.31838/jcr.07.19.494