Role of deep learning in brain tumor detection and classification (2015 to 2020): A review

M Nazir, S Shakil, K Khurshid - Computerized medical imaging and …, 2021 - Elsevier
detection of MRI images using deep learning, classification of brain tumor from MRI images
using deep learning, detection and classification of brain tumor using deep learning etc. A …

Brain tumor detection and multi‐classification using advanced deep learning techniques

T Sadad, A Rehman, A Munir, T Saba… - Microscopy research …, 2021 - Wiley Online Library
… Although this research investigated various architectures of deep CNN with transfer learning
for brain tumor detection, more models still need to be researched. Therefore, powerful …

Deep learning based brain tumor classification and detection system

A Ari, D Hanbay - Turkish Journal of Electrical Engineering …, 2018 - journals.tubitak.gov.tr
… aided brain tumor detection. … brain tumor detecting method was proposed in [4]. Their
method had five stages, which were image acquisition, preprocessing, segmentation, tumor

Deep learning for smart Healthcare—A survey on brain tumor detection from medical imaging

M Arabahmadi, R Farahbakhsh, J Rezazadeh - Sensors, 2022 - mdpi.com
… successful for the detection of a range of brain diseases are … to detect the brain tumor from
MRI by artificial neural networks … A brain tumor detection system based on machine learning

Brain tumor detection using deep neural network and machine learning algorithm

M Siar, M Teshnehlab - 2019 9th international conference on …, 2019 - ieeexplore.ieee.org
… In this paper, the CNN has been used for tumor detection through brain images. There were
additional margins of the images gathered from the imaging centers. These margins were …

Brain tumor detection using fusion of hand crafted and deep learning features

T Saba, AS Mohamed, M El-Affendi, J Amin… - Cognitive Systems …, 2020 - Elsevier
… This is because of a novel fused CNN model presented in this work for brain tumor
diagnosis accurately. The summary of existing deep learning methods is mentioned in Table 1. …

Comparative study of various techniques using deep Learning for brain tumor detection

DV Gore, V Deshpande - 2020 International conference for …, 2020 - ieeexplore.ieee.org
… review of brain disease using deep learning techniques. The investigation and comparative
analysis of recent knowledge correlated with brain disorder detection using deep learning

Brain tumor detection and segmentation in MR images using deep learning

S Sajid, S Hussain, A Sarwar - Arabian Journal for Science and …, 2019 - Springer
… in human brain. In this study, a deep learning-based method that uses different modalities
of MRI is presented for the segmentation of brain tumor. The proposed hybrid convolutional …

Brain tumor detection using deep learning models

S Grampurohit, V Shalavadi… - 2020 IEEE India …, 2020 - ieeexplore.ieee.org
… It is fully connected with one neuron with sigmoid activation as we have binary problem of
detecting brain tumor detection. If dense output is 1 then it indicates tumorous MRI. If dense …

MRI-based brain tumor detection using convolutional deep learning methods and chosen machine learning techniques

S Saeedi, S Rezayi, H Keshavarz… - BMC Medical Informatics …, 2023 - Springer
diagnosis of brain tumors without latency, we will investigate the constructions of other
robust deep neural networks for brain tumor … Hence, full machine learning and deep learning