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README.md

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+---
+license: mit
+task_categories:
+- computer-vision
+- image-classification
+tags:
+- computer-vision
+- image-quality
+- data-centric-ai
+size_categories:
+- 10K<n<100K
+---
+
+# CleanVision Sample Images
+
+This dataset contains sample images for demonstrating [CleanVision](https://github.com/cleanlab/cleanvision), a Python package for automatically detecting issues in image datasets.
+
+## Dataset Description
+
+This collection includes various images with different quality issues such as:
+- Blurry images
+- Dark/underexposed images
+- Overexposed images
+- Near-duplicate images
+- Images with various other quality issues
+
+## Usage
+
+Download the dataset:
+
+```bash
+wget https://huggingface.co/datasets/cleanlab/cleanvision-sample-images/resolve/main/image_files.zip
+unzip image_files.zip
+```
+
+Use with CleanVision:
+
+```python
+from cleanvision import Imagelab
+
+# Point to the extracted images folder
+imagelab = Imagelab(data_path="path/to/extracted/images/")
+
+# Find issues in the dataset
+imagelab.find_issues()
+
+# Generate report
+imagelab.report()
+```
+
+## License
+
+mit - see the [CleanVision repository](https://github.com/cleanlab/cleanvision) for details.