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Duplicate from AIOmarRehan/Brain_Tumor_MRI_Dataset
Browse filesCo-authored-by: OmarAI <AIOmarRehan@users.noreply.huggingface.co>
- .gitattributes +59 -0
- Brain Tumor MRI.zip +3 -0
- README.md +51 -0
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Brain Tumor MRI.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:ca7678c9edd71c9fa82596b1e78868c4aa6a90482c6e4392ea78b75bc963f7d2
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size 156097015
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README.md
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---
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license: cc0-1.0
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tags:
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- BrainTumor
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models:
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- AIOmarRehan/Brain_Tumor_Classification_with_Grad-CAM
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---
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# Brain Tumor MRI Dataset
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## Overview
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This dataset contains **7,023 human brain MRI images** organized into **four categories**:
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- Glioma
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- Meningioma
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- Pituitary
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- No Tumor
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It is designed for research in **brain tumor detection and classification** using deep learning methods. The dataset is a combination of three sources: **Figshare**, **SARTAJ**, and **Br35H**. Note that the "No Tumor" class images were sourced from the Br35H dataset.
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---
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## Motivation
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Early and accurate detection of brain tumors is critical for treatment planning and patient survival. Automated classification using deep learning, particularly **Convolutional Neural Networks (CNNs)**, can assist in identifying tumor type, location, and malignancy grade, helping medical professionals make informed decisions faster.
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---
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## Dataset Details
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- **Total images:** 7,023
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- **Classes:** Glioma, Meningioma, Pituitary, No Tumor
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- **Image format:** MRI scans
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- **Preprocessing:** Image sizes vary; resizing and margin removal are recommended before training.
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> Note: Some glioma images in the original SARTAJ dataset were incorrectly labeled. Those images have been replaced with correct ones from Figshare.
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---
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## Recommended Usage
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- **Classification tasks:** Predict tumor type (glioma, meningioma, pituitary, no tumor).
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- **Segmentation tasks:** Identify tumor location within the brain MRI.
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- **Multi-task models:** Detect, classify, and locate tumors using a single CNN-based model.
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---
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## Citation & Feedback
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If you use this dataset, please consider citing it or giving feedback. Your suggestions and comments are welcome and help improve future versions.
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---
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## License
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[CC0: Public Domain](https://creativecommons.org/publicdomain/zero/1.0/)
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