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Open Datasets
Augmented Alzheimer MRI Dataset
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Augmented Alzheimer MRI Dataset

MRI image dataset for the classification of stages of Alzheimer's dementia, including original images and augmented versions to increase data diversity.

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Size

40,400 MRI images in JPEG/PNG format, with original and augmented data

Licence

GNU Lesser General Public License (LGPL)

Description

The Augmented Alzheimer MRI Dataset contains more than 40,000 MRI images divided into four classes corresponding to the stages of dementia: Non-demented, Mild, Moderate, Very mild. The dataset includes original images as well as augmented versions to enrich the training base.

What is this dataset for?

  • Training computer vision models for the detection and classification of stages of Alzheimer's disease
  • Improving medical diagnostic tools using MRI imaging
  • Enabling neuroimaging and deep learning research on augmented data

Can it be enriched or improved?

The dataset can be supplemented by additional clinical annotations, the integration of anonymized patient metadata, or the addition of new augmentation methods to increase the robustness of the models. Normalizing and preprocessing images can also improve performance.

🔎 In summary

Criterion Evaluation
🧩 Ease of use⭐⭐⭐✩✩ (Requires knowledge in medical imaging)
🧼 Need for cleaning⭐⭐⭐✩✩ (Moderate – check for duplicates and image consistency)
🏷️ Annotation richness⭐⭐⭐✩✩ (Average – well-defined classes but few associated metadata)
📜 Commercial license⚡ Yes (LGPL, commercial use possible)
👨‍💻 Beginner friendly⚠️ Medium – useful with guidance in medical imaging
🔁 Fine-tuning ready🧠 Suitable for classification and detection in neuroimaging
🌍 Cultural diversity⚠️ Not specified, medical data of unknown origin

🧠 Recommended for

  • Neuroimaging researchers
  • Diagnostic tool developers
  • Data Augmentation Projects

🔧 Compatible tools

  • ITK-SNAP
  • PyTorch
  • TensorFlow
  • OpenCV
  • MONAI

💡 Tip

Use original images for validation in order to avoid over-learning on augmented data.

Frequently Asked Questions

Does this dataset only include augmented images or also original images?

It includes both original images and augmented versions to enrich the dataset.

Can this dataset be used for commercial projects?

Yes, the LGPL license allows commercial use with respect for the terms.

Does this dataset contain detailed clinical metadata?

No, annotations are limited to dementia classes, with no additional clinical metadata.

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