Deep Learning-Based Segmentation and Classification Techniques for Brain Tumor MRI: A Review

Authors

  • Noor Mohammed Ghadi College of Sciences - University of Baghdad
  • Nassir H. Salman College of Sciences - University of Baghdad

DOI:

https://doi.org/10.31026/j.eng.2022.12.07

Keywords:

Brain Tumor, Magnetic Resonance Imaging (MRI), Convolutional Neural Network (CNN), Classification, Segmentation, Feature Extraction.

Abstract

Early detection of brain tumors is critical for enhancing treatment options and extending patient survival. Magnetic resonance imaging (MRI) scanning gives more detailed information, such as greater contrast and clarity than any other scanning method. Manually dividing brain tumors from many MRI images collected in clinical practice for cancer diagnosis is a tough and time-consuming task. Tumors and MRI scans of the brain can be discovered using algorithms and machine learning technologies, making the process easier for doctors because MRI images can appear healthy when the person may have a tumor or be malignant. Recently, deep learning techniques based on deep convolutional neural networks have been used to analyze medical images with favorable results. It can help save lives faster and rectify some medical errors. In this study, we look at the most up-to-date methodologies for medical image analytics that use convolutional neural networks on MRI images. There are several approaches to diagnosing and classifying brain cancers. Inside the brain, irregular cells grow so that a brain tumor appears. The size of the tumor and the part of the brain affected impact the symptoms.

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References

Abdulhakeem Q. Albayati, 2020. Arabic Sentiment Analysis (ASA) Using Deep Learning Approach, Journal of Engineering, Volume 26, pp. 85-93.

Aditi Kanwar, N. K., and. P. K., and. D. S. P., 2021. Brain Tumor Classification using CNN. nternational, Research Journal of Engineering and Technology (IRJET), 08(2395-0056).

Adnan Qayyuma, S. M. A. M. A. A., 2018. Medical Image Analysis using Convolutional Neural Networks: A Review. Journal of Medical Systems, p. 16.

Ahmad M. Sarhan, 2020. Detection and Classification of Brain Tumor in MRI Images Using Wavelet Transform and Convolutional Neural Network, Journal of Advances in Medicine and Medical Research, p. 12.

Akila Gurunathan, B. K., 2020. Detection and diagnosis of brain tumors using deep learning convolutional neural networks, Int J Imaging Syst Technol.

Ali pashaei, 2018. Brain Tumor Classification via Convolutional Neural Network and Extreme Learning Machines, International Conference on Computer and Knowledge Engineering, p. 6.

Al-Jamali, N. A. S., 2020. Convolutional Multi-Spike Neural Network as Intelligent System Prediction for Control Systems, Journal of Engineering, Volume 26, pp. 184-194.

Alpana Jijja, D. D. R., 2019. Efficient MRI Segmentation and Detection of Brain Tumor using Convolutional Neural Network, (IJACSA) International Journal of Advanced Computer Science and Applications, 10(4).

Angona Biswas, S. I., 2021. Brain Tumor Types Classification using K-means Clustering and ANN Approach, International Conference on Robotics, Electrical and Signal Processing Techniques (ICREST).

Anon., n.d. NHS website. [Online], Available at: https://www.nhs.uk/

Archa S. P, C. S. K., 2018. Segmentation of Brain Tumor in MRI Images Using CNN with Edge Detection, International Conference on Emerging Trends and Innovations in Engineering and Technological Research (ICETIETR).

Arti Tiwari, S. S. ,. M. P., 2019. Brain Tumor Segmentation and Classification from Magnetic Resonance Images: Review of selected methods from 2014 to 2019, Journal Pre-proof, p. 36.

B Kokila, M. S. D. A. A. a. S. A. S., n.d. Brain Tumor Detection and Classification Using Deep Learning Techniques based on MRI Images, Journal of Physics: Conference Series.

Chirodip Lodh Choudhury, C. M., 2020. Brain Tumor Detection and Classification Using Convolutional Neural Network and Deep Neural Network, UTC from IEEE Xplore. Restrictions apply.

Dougherty, G., 2009. Digital Image Processing for Medical Applications, Channel Islands: Cambridge University Press.

Ercan Avşar, K. S., 2019. Detection And Classification Of Brain Tumours From Mri Images Using Faster R-Cnn, Tehnički glasnik, 13(4).

Erena Siyoum Biratu, F. S. Y. M. A. G. D., 2021. A Survey of Brain Tumor Segmentation and Classification Algorithms, J. Imaging, p. 30.

Hassan Ali Khan, W. J. M. M. a. M. U. M., 2020. Brain tumor classification in MRI image using convolutional neural network, Mathematical Biosciences and Engineering, Issue 6203–6216., p. 4.

HOSSAM H. SULTAN, N. M. S. ,. A. W. A.-A., 2019. Multi-Classification of Brain Tumor Images Using Deep Neural Network, SPECIAL SECTION ON DEEP LEARNING FOR COMPUTER-AIDED MEDICAL DIAGNOSI, Volume 7, p. 11.

Iram Shahzadi, T. B. T., 2018. CNN-LSTM: Cascaded Framework For Brain Tumour Classification, IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES).

Isselmou, G. X. Z. S. S. S. I. J. a. I. S. A., 2021. Differential Deep Convolutional Neural Network Model for Brain Tumor Classification. Brain Sci, p. 16.

J. Seetha, S. S. R., 2018. Brain Tumor Classification Using Convolutional Neural Networks, Biomedical & Pharmacology Journal.

Jian Wang, H. Z.-H. W.-D. Z., 2020. A Review of Deep Learning on Medical Image Analysis, Mobile Networks and Applications, p. 48.

M. Mohammed Thaha, K. P. M. K. and. B. S. M., S. D., P. V., and. A. S. S., 2019. Brain Tumor Segmentation Using Convolutional Neural Networks in MRI Images, Journal of Medical Systems.

Madhavi, R. P., 2020. Brain Tumor Segmentation Using Deep Learning and Fuzzy K-Means Clustering for Magnetic Resonance Images, Springer Science+Business Media, LLC, part of Springer Nature, p. 14.

Manikanta, Y. B. S. D. T. S. and. H. G. S. B., 2021. Detection Of Brain Tumour Using Convolutional Neural network, Turkish Journal of Computer and Mathematics Education, 12(12).

Masoumeh Siar, M. T., 2019. Brain Tumor Detection Using Deep Neural Network and Machine Learning Algorithm, 9th International Conference on Computer and Knowledge Engineering (ICCKE).

, Mahekkumar Pavthawala; Nirali Patel; Dastagir Malek; Vandana Shah., 2019. Classification of Brain Tumor Using Convolutional Neural Network, Proceedings of the Third International Conference on Electronics Communication and Aerospace Technology [ICECA ].

Mohamed A. Naser, M. J. D., 2020. Brain tumor segmentation and grading of lower-grade Glioma using deep learning in MRI images, Computers in Biology and Medicine.

Mohamed Arbane, R. B. and. Y. B. a. M. D., 2020. Transfer Learning for Automatic Brain Tumor Classification Using MRI Images, International Workshop on Human-Centric Smart Environments for Health and Well-being (IHSH).

Mohammad Havaeia, 1. A. D. W.-F. B. A. C., 2017. Brain Tumor Segmentation with Deep Neural Networks, Preprint submitted to Medical Image Analysis, p. 17.

N Saranya, D. K. and. J. N. k., 2021. Brain Tumor Classification Using Convolution Neural Network, Journal of Physics.

R. Thillaikkarasi, S. S., 2019. An Enhancement of Deep Learning Algorithm for Brain Tumor Segmentation Using Kernel Based CNN with M-SVM, Journal of Medical Systems.

R.Vinoth, C. V., 2018. Segmentation and Detection of Tumor in MRI images Using CNN and SVM Classification, Proc. IEEE Conference on Emerging Devices and Smart Systems (ICEDSS).

Roohi Sillea, P. C. C. T. C., 2021. A Transfer Learning Approach For Deep Learning Based Brain Tumor Segmentation, Turkish Journal of Computer and Mathematics Education, 12(11), p. 12.

S. Deepak, P. M. A., 2020. Automated Categorization of Brain Tumor from MRI Using CNN features and SVM, Journal of Ambient Intelligence and Humanized Computing.

S. Deepa, P. A., 2019. Brain tumor classification using deep CNN features via transfer learning, Computers in Biology and Medicine.

Sahar Gull, S. A. ,. H. U. K., 2021. Automated Detection of Brain Tumor through Magnetic Resonance Images Using Convolutional Neural Network, Hindawi BioMed Research International, p. 14.

Sarwar, S. S., 2019. Brain Tumor Detection and Segmentation in MR Images Using Deep Learning, Arabian Journal for Science and Engineering, p. 13.

Shubham Kumar Baranwal, K. J. K. V., 2020. Performance analysis of Brain Tumour Image Classification using CNN and SVM, Proceedings of the Second International Conference on Inventive Research in Computing Applications (ICIRCA) IEEE Xplore.

Sobhangi Sarkar, Avinash Kumar, Sabyasachi Chakraborty, Satyabrata Aich, Jong-Seong Sim, and Hee-Cheol Kim, 2020. A CNN based Approach for the Detection of Brain Tumor Using MRI Scans. The Mattingley Publishing Co., Issue 0193-4120..

Sourabh Hanwat, C. J., 2019. Convolutional Neural Network for Brain Tumor Analysis Using MRI Images, International Journal of Engineering and Technology (IJET).

Sunanda Das O. F. M., Riaz Rahman Aranya, Nishat Nayla Labiba, 2019. Brain Tumor Classification Using Convolutional Neural Network. 1st International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT), IEEE.

Tahir, M. N., 2018. Classification and characterization of brain tumor MRI by using gray scaled segmentation and DNN,Master’s thesis in Information Technology, p. 46.

TanzilaSaba, AhmedSameh Mohamed, MohammadEl-Affendi, JaveriaAmin, MuhammadSharif, 2020. Brain tumor detection using fusion of hand crafted and deep learning features, Cognitive Systems Research.

Tonmoy Hossain, Fairuz Shadmani Shishir, Mohsena Ashraf, MD Abdullah Al Nasim, 2019. Brain Tumor Detection Using Convolutional Neural Network, International Conference on Advances in Science, Engineering and Robotics Technology (ICASERT).

Venkata Ramakrishna Sajja, H. K. K., 2020. Classification of Brain Tumors Using Convolutional Neural Network over Various SVM Methods, Ingénierie des Systèmes d’Information, 25(4).

Viriri, T. M. a. S., 2021. Deep Learning for Bain Tumor Segmentation: A Survey of State-of-the-Art. J. Imaging, p. 22.

Wadhah Ayadi, 2021. Deep CNN for Brain Tumor Classifcation, Neural Processing Letters, p. 30.

Published

2022-12-01

How to Cite

Ghadi, N. M. and Salman , N. H. . (2022) “Deep Learning-Based Segmentation and Classification Techniques for Brain Tumor MRI: A Review”, Journal of Engineering, 28(12), pp. 93–112. doi: 10.31026/j.eng.2022.12.07.