A Novel Data Augmentation-Based Brain Tumor Detection Using Convolutional Neural Network

A Novel Data Augmentation-Based Brain Tumor Detection Using Convolutional Neural Network

Brain tumor is a severe cancer and a life-threatening disease. Thus, early detection is crucial in the process of treatment. Recent progress in the field of deep learning has contributed enormously to the health industry medical diagnosis. Convolutional neural networks (CNNs) have been intensively u...

Full description

Bibliographic Details
Main Authors:	Haitham Alsaif, Ramzi Guesmi, Badr M. Alshammari, Tarek Hamrouni, Tawfik Guesmi, Ahmed Alzamil, Lamia Belguesmi
Format:	Article
Language:	English
Published:	MDPI AG 2022-04-01
Series:	Applied Sciences
Subjects:	data augmentation brain tumor deep learning convolutional neural network MRI
Online Access:	https://www.mdpi.com/2076-3417/12/8/3773

Similar Items

Implementing a Symmetric Lightweight Cryptosystem in Highly Constrained IoT Devices by Using a Chaotic S-Box
by: Badr M. Alshammari, et al.
Published: (2021-01-01)

A Novel Strong S-Box Design Using Quantum Crossover and Chaotic Boolean Functions for Symmetric Cryptosystems
by: Haitham Alsaif, et al.
Published: (2023-03-01)

Leveraging Software-Defined Networking Approach for Future Information-Centric Networking Enhancement
by: Tawfik Guesmi, et al.
Published: (2021-03-01)

A Deep Learning Approach for Brain Tumor Classification and Segmentation Using a Multiscale Convolutional Neural Network
by: Francisco Javier Díaz-Pernas, et al.
Published: (2021-02-01)

Multi-Classification of Brain Tumor Images Using Deep Neural Network
by: Hossam H. Sultan, et al.
Published: (2019-01-01)

A Convolutional Neural Network for Automatic Brain Tumor Detection
by: Saeed Mohsen, et al.
Published: (2023-04-01)

Classification of Brain Tumors on MRI Images Using Convolutional Neural Network Model EfficientNet
by: Muhammad Aji Purnama Wibowo, et al.
Published: (2022-08-01)

Automatic Brain Tumor Segmentation Based on Cascaded Convolutional Neural Networks With Uncertainty Estimation
by: Guotai Wang, et al.
Published: (2019-08-01)

Accurate brain tumor detection using deep convolutional neural network
by: Md. Saikat Islam Khan, et al.
Published: (2022-01-01)

Detection of fetal brain abnormalities using data augmentation and convolutional neural network in internet of things
by: M. Priya, et al.
Published: (2023-08-01)

Human face recognition based on convolutional neural network and augmented dataset
by: Peng Lu, et al.
Published: (2021-05-01)

Distributed Blockchain-SDN Secure IoT System Based on ANN to Mitigate DDoS Attacks
by: Rihab Jmal, et al.
Published: (2023-04-01)

The Application of Deep Convolutional Neural Networks to Brain Cancer Images: A Survey
by: Amin Zadeh Shirazi, et al.
Published: (2020-11-01)

Using Deep Convolutional Neural Networks for Neonatal Brain Image Segmentation
by: Yang Ding, et al.
Published: (2020-03-01)

A New Convolutional Neural Network Architecture for Automatic Detection of Brain Tumors in Magnetic Resonance Imaging Images
by: Ahmed S. Musallam, et al.
Published: (2022-01-01)

Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection
by: Changhee Han, et al.
Published: (2019-01-01)

ACMFNN: A Novel Design of an Augmented Convolutional Model for Intelligent Cross-Domain Malware Localization via Forensic Neural Networks
by: Rijvan Beg, et al.
Published: (2023-01-01)

Augmented Rice Plant Disease Detection with Convolutional Neural Networks
by: Hairani Hairani, et al.
Published: (2024-02-01)

Using a Patch-Wise M-Net Convolutional Neural Network for Tissue Segmentation in Brain MRI Images
by: Nagaraj Yamanakkanavar, et al.
Published: (2020-01-01)

Performance of convolutional neural networks for the classification of brain tumors using magnetic resonance imaging
by: Daniel Reyes, et al.
Published: (2024-02-01)

MRI brain tumor detection and classification using parallel deep convolutional neural networks
by: Takowa Rahman, et al.
Published: (2023-04-01)

Application of Three-Dimensional Convolution Network in Brain Hippocampus Segmentation
by: LIU Chen, XIAO Zhiyong, WU Xinxin
Published: (2020-03-01)

Spatial-temporal data-augmentation-based functional brain network analysis for brain disorders identification
by: Qinghua Liu, et al.
Published: (2023-05-01)

CarveMix: A simple data augmentation method for brain lesion segmentation
by: Xinru Zhang, et al.
Published: (2023-05-01)

Medical Augmentation (Med-Aug) for Optimal Data Augmentation in Medical Deep Learning Networks
by: Justin Lo, et al.
Published: (2021-10-01)

Short-Term Load Forecasting for a Single Household Based on Convolution Neural Networks Using Data Augmentation
by: Shree Krishna Acharya, et al.
Published: (2019-09-01)

Quantitative Analysis of Patch-Based Fully Convolutional Neural Networks for Tissue Segmentation on Brain Magnetic Resonance Imaging
by: Jose Bernal, et al.
Published: (2019-01-01)

Investigating Semantic Augmentation in Virtual Environments for Image Segmentation Using Convolutional Neural Networks
by: Joshua Ganter, et al.
Published: (2021-08-01)

Alzheimer’s disease diagnosis via 5-layer Convolutional Neural Network and Data Augmentation
by: Shuangshuang Gao
Published: (2021-09-01)

Classification of Fruit Ripeness Grades using a Convolutional Neural Network and Data Augmentation
by: Mauricio Rodriguez, et al.
Published: (2021-01-01)

AiCNNs (Artificially-integrated Convolutional Neural Networks) for Brain Tumor Prediction
by: Ansh Mittal, et al.
Published: (2019-02-01)

Combining the Transformer and Convolution for Effective Brain Tumor Classification Using MRI Images
by: Mohammed Aloraini, et al.
Published: (2023-03-01)

Evaluation of Augmentation Methods in Classifying Autism Spectrum Disorders from fMRI Data with 3D Convolutional Neural Networks
by: Johan Jönemo, et al.
Published: (2023-08-01)

Fast Brain MRI Reconstruction Using Deep Iterative Convolutional Neural Network
by: DU Nianmao, SONG Wei
Published: (2020-12-01)

Data Augmentation Methods Applying Grayscale Images for Convolutional Neural Networks in Machine Vision
by: Jinyeong Wang, et al.
Published: (2021-07-01)

Brain tumor recognition using an integrated bat algorithm with a convolutional neural network approach
by: Riddhi Chawla, et al.
Published: (2022-12-01)

Human Activity Recognition Based on Multichannel Convolutional Neural Network With Data Augmentation
by: Wenbing Shi, et al.
Published: (2022-01-01)

Brain MRI analysis for Alzheimer’s disease diagnosis using an ensemble system of deep convolutional neural networks
by: Jyoti Islam, et al.
Published: (2018-05-01)

Knowledge distillation in transformers with tripartite attention: Multiclass brain tumor detection in highly augmented MRIs
by: Salha M. Alzahrani, et al.
Published: (2024-01-01)

Classification of Motor Imagery EEG Signals Based on Data Augmentation and Convolutional Neural Networks
by: Yu Xie, et al.
Published: (2023-02-01)