Research graph
References from An efficient brain tumor classification system with accurate recognition and complementary downsampling blocks. Local targets link to admitted publications; unresolved targets remain external evidence.
Tumor localization and classification from MRI of brain using deep convolution neural network and salp swarm algorithm
10.1007/s12559-022-10096-2 · 2023 · External reference
Learning architecture for brain tumor classification based on deep convolutional neural network: classic and ResNet50
10.3390/diagnostics15050624 · 2025 · External reference
Automatic active contour algorithm for detecting early brain tumors in comparison with AI detection
10.3390/pr13030867 · 2025 · External reference
Transfer learning-based deep feature extraction framework using fine-tuned EfficientNet B7 for multiclass brain tumor classification
10.1007/s13369-023-08607-w · 2023 · External reference
An improved hybrid classification of brain tumor MRI images based on conglomeration feature extraction techniques
10.1007/s00521-022-06929-8 · 2022 · External reference
Machine learning and computer vision based methods for cancer classification: A systematic review
10.1007/s11831-024-10065-y · 2024 · External reference
Comparison of machine learning algorithms for clinical event prediction (risk of coronary heart disease)
10.1016/j.jbi.2019.103257 · 2019 · External reference
Machine learning approaches to predict symptoms in people with cancer: systematic review
10.2196/52322 · 2024 · External reference
Hybrid intelligent techniques for MRI brain images classification
10.1016/j.dsp.2009.07.002 · 2010 · External reference
A review on brain tumor diagnosis from MRI images: Practical implications, key achievements, and lessons learned
10.1016/j.mri.2019.05.028 · 2019 · External reference
Classification of brain tumors using deep features extracted using CNN
2019 · External reference
10.1109/colcaci56938.2022.9905365
10.1109/colcaci56938.2022.9905365 · External reference
Incremental dilations using CNN for brain tumor classification
10.3390/app10144915 · 2020 · External reference
Image classification of intracranial tumor using deep residual learning technique
10.1007/s11042-023-17712-9 · 2023 · External reference
Brain tumor categorization from imbalanced MRI dataset using weighted loss and deep feature fusion
10.1016/j.neucom.2022.11.039 · 2023 · External reference
MRI-based brain tumor classification using ensemble of deep features and machine learning classifiers
10.3390/s21062222 · 2021 · External reference
Brain tumor classification based on improved stacked ensemble deep learning methods
10.31557/apjcp.2023.24.6.2141 · 2023 · External reference
Detection of MRI brain tumor using residual skip block based modified MobileNet model
2025 · External reference
BMRI-NET: A deep stacked ensemble model for multi-class brain tumor classification from MRI images
10.1007/s12539-023-00571-1 · 2023 · External reference
Transfer learning-based deep feature extraction framework using fine-tuned EfficientNet B7 for multiclass brain tumor classification
2023 · External reference
Effectiveness of Deep learning models for brain tumor classification and segmentation
10.32604/cmc.2023.038176 · 2023 · External reference
Ensemble coupled convolution network for three-class brain tumor grade classification
10.1007/s11042-023-17760-1 · 2023 · External reference
Classifying brain tumors on magnetic resonance imaging by using convolutional neural networks
10.3390/electronics12040955 · 2023 · External reference
Brain tumour detection using VGG-Based feature extraction with modified DarkNet-53 model
10.1155/ijbi/5535505 · 2025 · External reference
Transforming brain tumor detection empowering multi-class classification with vision transformers and EfficientNetV2
10.1109/access.2025.3555638 · 2025 · External reference
Patch merging refiner embedding UNet for image denoising
10.1016/j.ins.2023.119123 · 2023 · External reference
DC-SPP-YOLO: Dense connection and spatial pyramid pooling based YOLO for object detection
10.1016/j.ins.2020.02.067 · 2020 · External reference
Automated grading of gliomas using deep learning in digital pathology images: A modular approach with ensemble of convolutional neural networks
2015 · External reference
ConvNet-CA: A lightweight attention-based CNN for brain disease detection.
2022 · External reference
Enhanced performance of brain tumor classification via tumor region augmentation and partition
10.1371/journal.pone.0140381 · 2015 · External reference
Unresolved reference
2020 · External reference
Evaluation of preprocessing methods on independent medical hyperspectral databases to improve analysis
10.3390/s22228917 · 2022 · External reference
A novel deep learning model for medical image segmentation with convolutional neural network and transformer
10.1007/s12539-023-00585-9 · 2023 · External reference
Predicting fetal hypoxia using common spatial pattern and machine learning from cardiotocography signals
10.1016/j.apacoust.2020.107429 · 2020 · External reference
Data augmentation for brain-tumor segmentation: A review
10.3389/fncom.2019.00083 · 2019 · External reference
Hierarchical confusion matrix for classification performance evaluation
10.1093/jrsssc/qlad057 · 2023 · External reference
Brain tumor classification in MRI using hybrid ASA-based deep learning and Masi-entropy multilayer thresholding segmentation with sunflower optimization
10.18280/ts.420120 · 2025 · External reference
Improved EfficientNet architecture for multi-grade brain tumor detection
10.3390/electronics14040710 · 2025 · External reference
An ensemble transfer learning model for brain tumors classification using convolutional neural networks
10.12913/22998624/193627 · 2024 · External reference
Developing diverse ensemble architectures for automatic brain tumor classification
10.1007/s11042-024-19657-z · 2024 · External reference
Combined oriented data augmentation method for brain MRI images
10.1109/access.2025.3526684 · 2025 · External reference
IV3TM: Inception V3 enabled bidirectional long short-term memory network for brain tumor classification
10.1371/journal.pone.0335397 · 2025 · External reference
Brain tumor diagnosis in MRI scans images using Residual/Shuffle Network optimized by augmented Falcon Finch optimization
10.1038/s41598-024-77523-2 · 2024 · External reference
ARM-Net: Attention-guided residual multiscale CNN for multiclass brain tumor classification using MR images
10.1016/j.bspc.2023.105421 · 2024 · External reference
Few-shot brain tumor classification: meta- vs metric-learning comparison
10.11591/eei.v14i5.10706 · 2025 · External reference
Classification of brain tumors: A comparative approach of shallow and deep neural networks
2024 · External reference
Grad-CAM: Visual explanations from deep networks via gradient-based localization
10.1007/s11263-019-01228-7 · 2020 · External reference