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Papers Benchmarks Datasets Tasks

Brain tumor classification research benchmarks – Page 2 · SOTA2 Research

Brain tumor classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MRI Brain Tumor Dataset 150 samples

93Accuracy

1

Mar 24, 2026

MRI Brain Tumor Dataset 4200 samples

96Accuracy

1

Mar 24, 2026

BraTS 2018, 2019, 2020

99.25Accuracy

1

Mar 10, 2026

VGG‐16, ResNet‐50, and AlexNet

99.16Accuracy

1

Mar 10, 2026

BraTS and Figshare 2018

96.5Accuracy

1

Mar 10, 2026

90.87Accuracy

1

Mar 10, 2026

BraTS 2020 and 2021

Wide Neural Network classifier

99.6Accuracy

1

Mar 10, 2026

BraTS 2013 and 2015

eXtreme Gradient Boosting with random forest classifier

99.25Accuracy

1

Mar 10, 2026

BraTS 2018 and 2019

Cubic SVM classifier

95Accuracy

1

Mar 10, 2026

94.4Accuracy

1

Mar 10, 2026

Cross-Mixed Custom Dataset

98.57Test Accuracy

1

Feb 26, 2026

Figshare and Multiclass Kaggle Dataset Original

Takowa Rahman et al.

0.956Accuracy

1

Feb 26, 2026

Figshare and Multiclass Kaggle Dataset Augmented

Takowa Rahman et al.

98.12Test Accuracy

1

Feb 26, 2026

Nickparvar Brain Tumor MRI Dataset 14

Squeezed-Eff-Net

99.08Accuracy

1

Feb 26, 2026

Kaggle Brain Tumor Dataset Unseen recently updated (test)

98.8Accuracy

1

Feb 26, 2026

Brain Tumor Dataset

—

—Primary metric

0

Feb 26, 2026

Brain tumor MRI dataset (test)

—

—Primary metric

0

Feb 26, 2026

Page 2 of 2

Popular datasets

BraTS MRI Brain Tumor Dataset Figshare 7K-DS Figshare and Multiclass Kaggle Dataset

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