A Transfer Learning Approach to Classify the Brain Age from MRI Images

2020 ◽  
pp. 103-112
Author(s):  
Animesh Kumar ◽  
Pramod Pathak ◽  
Paul Stynes
Keyword(s):  
Transfer Learning ◽  
Learning Approach ◽  
Brain Age ◽  
The Brain

scholarly journals Recognition of Epileptic Seizures in EEG Records: A Transfer Learning Approach

2021 ◽  
Vol 10 (1) ◽  
pp. 61
Author(s):  
Elena Caires Silveira ◽  
Caio Fellipe Santos Corrêa
Keyword(s):  
Transfer Learning ◽  
Brain Activity ◽  
Epileptic Seizures ◽  
Brain Dysfunction ◽  
Learning Approach ◽  
Transient Phenomenon ◽  
Data Set ◽  
Data Points ◽  
The Brain ◽  
Neuronal Electrical Activity

Introduction: Seizure is a transient phenomenon with genesis in excessive abnormal or synchronous neuronal electrical activity in the brain, while epilepsy is defined as a brain dysfunction characterized by persistent predisposition to generate seizures. The identification of epileptogenic electroencephalographic patterns can be performed using machine learning.the present study aimed to develop a transfer learning based classifier able to detect epileptic seizures in images generated from electroencephalographic data graphic representation.Material and Methods: We used the Epileptic Seizure Recognition Data Set,which consists of 500 brain activity records for 23.6 seconds comprising 23 chunks of 178 data points, and transformed the resulting 11500 instances into images by graphically plotting its data points. Those images were then splitted in training and test set and used to build and assess, respectvely, a transfer learning-based deep neural network, which classified the images according the presence or absence of epileptic seizures.Results: The model achieved 100% accuracy, sensitivity and specificity, with a AUC-score of 1.0, demonstrating the great potential of transfer learning for the analysis of graphically represented electroencephalographic data.Conclusion: It is opportune to raise new studies involving transfer learning for the analysis of signal data, with the aim of improving, disseminating and validating its use for daily clinical practice.

A Transfer Learning Approach for Early Diagnosis of Alzheimer’s Disease on MRI Images

Neuroscience ◽  
2021 ◽  
Author(s):  
Atif Mehmood ◽  
Shuyuan yang ◽  
Zhixi feng ◽  
Min wang ◽  
AL Smadi Ahmad ◽  
...  
Keyword(s):  
Alzheimer’S Disease ◽  
Alzheimer's Disease ◽  
Early Diagnosis ◽  
Transfer Learning ◽  
Learning Approach

A novel transfer learning approach for the classification of histological images of colorectal cancer

2021 ◽  
Author(s):  
Elene Firmeza Ohata ◽  
João Victor Souza das Chagas ◽  
Gabriel Maia Bezerra ◽  
Mohammad Mehedi Hassan ◽  
Victor Hugo Costa de Albuquerque ◽  
...  
Keyword(s):  
Colorectal Cancer ◽  
Transfer Learning ◽  
Learning Approach ◽  
Histological Images
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