Journal ArticleDOI
Multi-grade brain tumor classification using deep CNN with extensive data augmentation
TLDR
A novel convolutional neural network (CNN) based multi-grade brain tumor classification system that is experimentally evaluated on both augmented and original data and results show its convincing performance compared to existing methods.About:
This article is published in Journal of Computational Science.The article was published on 2019-01-01. It has received 471 citations till now. The article focuses on the topics: Medical imaging & Deep learning.read more
Citations
More filters
Journal ArticleDOI
Classification of Brain Tumors from MRI Images Using a Convolutional Neural Network
TL;DR: A new CNN architecture for brain tumor classification of three tumor types is presented, simpler than already-existing pre-trained networks, and it was tested on T1-weighted contrast-enhanced magnetic resonance images and two databases.
Journal ArticleDOI
A review of medical image data augmentation techniques for deep learning applications.
Phillip Chlap,Phillip Chlap,Hang Min,Hang Min,Nym Vandenberg,Jason Dowling,Jason Dowling,Lois Holloway,Annette Haworth +8 more
TL;DR: Data augmentation aims to generate additional data which is used to train the model and has been shown to improve performance when validated on a separate unseen dataset as discussed by the authors, which has become a popular method for increasing the size of a training dataset, particularly in fields where large datasets aren't typically available.
Journal ArticleDOI
Multimodal Brain Tumor Classification Using Deep Learning and Robust Feature Selection: A Machine Learning Application for Radiologists.
Muhammad Attique Khan,Imran Ashraf,Majed Alhaisoni,Robertas Damaševičius,Robertas Damaševičius,Rafał Scherer,Amjad Rehman,Syed Ahmad Chan Bukhari +7 more
TL;DR: An automated multimodal classification method using deep learning for brain tumor type classification using two pre-trained convolutional neural network models for feature extraction and a correntropy-based joint learning approach for the selection of best features.
Posted Content
Label-Only Membership Inference Attacks
TL;DR: Label-only membership inference attacks as mentioned in this paper evaluate the robustness of a model's predicted labels under perturbations to obtain a fine-grained membership signal, and empirically show that label-only attacks perform on par with prior attacks that required access to model confidences.
Journal ArticleDOI
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey
TL;DR: This survey covers the main steps of deep learning-based BTC methods, including preprocessing, features extraction, and classification, along with their achievements and limitations, and investigates the state-of-the-art convolutional neural network models for BTC by performing extensive experiments using transfer learning with and without data augmentation.
References
More filters
Journal ArticleDOI
Early fire detection using convolutional neural networks during surveillance for effective disaster management
TL;DR: An early fire detection framework using fine-tuned convolutional neural networks for CCTV surveillance cameras, which can detect fire in varying indoor and outdoor environments is proposed and an adaptive prioritization mechanism for cameras in the surveillance system is proposed to ensure the autonomous response.
Journal ArticleDOI
Magnetic resonance scans should replace biopsies for the diagnosis of diffuse brain stem gliomas: a report from the Children's Cancer Group.
TL;DR: The study was designed to determine the effectiveness of hyperfractionated radiation for the treatment of children and young adults with brain stem gliomas.
Journal ArticleDOI
Magnetic Resonance Scans Should Replace Biopsies for the Diagnosis of Diffuse Brain Stem Gliomas
A. Leland Albright,Roger J. Packer,Robert A. Zimmerman,Lucy B. Rorke,James M. Boyett,G. Denman Hammond +5 more
TL;DR: This study reviewed the neuroradiology and neurosurgery reports as well as the pathological specimens of children entered on the study to determine the effectiveness of hyperfractionated radiation for the treatment of children and young adults with brain stem gliomas.
Journal ArticleDOI
A hybrid model of Internet of Things and cloud computing to manage big data in health services applications
Mohamed Elhoseny,Ahmed Abdelaziz,Ahmed Salama,Ahmed Salama,Alaa Riad,Khan Muhammad,Arun Kumar Sangaiah +6 more
TL;DR: A new model to optimize virtual machines selection in cloud-IoT health services applications to efficiently manage a big amount of data in integrated industry 4.0 applications is proposed and outperforms on the state-of-the-art models in total execution time and the system efficiency.
Journal ArticleDOI
Classification of Alzheimer’s Disease Based on Eight-Layer Convolutional Neural Network with Leaky Rectified Linear Unit and Max Pooling
TL;DR: The goal of this study is to provide a new computer-vision based technique to detect Alzheimer's disease in an efficient way using convolutional neural network and increased the classification accuracy by approximately 5% compared to state-of-the-art methods.
Related Papers (5)
The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)
Bjoern H. Menze,Andras Jakab,Stefan Bauer,Jayashree Kalpathy-Cramer,Keyvan Farahani,Justin Kirby,Yuliya Burren,N Porz,Johannes Slotboom,Roland Wiest,Levente Lanczi,Elizabeth R. Gerstner,Marc-André Weber,Tal Arbel,Brian B. Avants,Nicholas Ayache,Patricia Buendia,D. Louis Collins,Nicolas Cordier,Jason J. Corso,Antonio Criminisi,Tilak Das,Hervé Delingette,Çağatay Demiralp,Christopher R. Durst,Michel Dojat,Senan Doyle,Joana Festa,Florence Forbes,Ezequiel Geremia,Ben Glocker,Polina Golland,Xiaotao Guo,Andac Hamamci,Khan M. Iftekharuddin,Raj Jena,Nigel M. John,Ender Konukoglu,Danial Lashkari,José Mariz,Raphael Meier,Sérgio Pereira,Doina Precup,Stephen J. Price,Tammy Riklin Raviv,Syed M. S. Reza,Michael Ryan,Duygu Sarikaya,Lawrence H. Schwartz,Hoo-Chang Shin,Jamie Shotton,Carlos A. Silva,Nuno Sousa,Nagesh K. Subbanna,Gábor Székely,Thomas J. Taylor,Owen M. Thomas,Nicholas J. Tustison,Gozde Unal,Flor Vasseur,Max Wintermark,Dong Hye Ye,Liang Zhao,Binsheng Zhao,Darko Zikic,Marcel Prastawa,Mauricio Reyes,Koen Van Leemput +67 more