scholarly journals Breast tumor segmentation and shape classification in mammograms using generative adversarial and convolutional neural network

2020 ◽  
Vol 139 ◽  
pp. 112855 ◽  
Author(s):  
Vivek Kumar Singh ◽  
Hatem A. Rashwan ◽  
Santiago Romani ◽  
Farhan Akram ◽  
Nidhi Pandey ◽  
...  

This paper presents brain tumor detection and segmentation using image processing techniques. Convolutional neural networks can be applied for medical research in brain tumor analysis. The tumor in the MRI scans is segmented using the K-means clustering algorithm which is applied of every scan and the feed it to the convolutional neural network for training and testing. In our CNN we propose to use ReLU and Sigmoid activation functions to determine our end result. The training is done only using the CPU power and no GPU is used. The research is done in two phases, image processing and applying neural network.


2021 ◽  
Author(s):  
Ritu Lahoti ◽  
Sunil Kumar Vengalil ◽  
Punith B Venkategowda ◽  
Neelam Sinha ◽  
Vinod Veera Reddy

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