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# Dataset Card for Flowers102 |
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<!-- Provide a quick summary of the dataset. --> |
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## Dataset Details |
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### Dataset Description |
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<!-- Provide a longer summary of what this dataset is. --> |
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This is a 102 category dataset, consisting of 102 flower categories. The flowers chosen to be flower commonly occuring in the United Kingdom. Each class consists of between 40 and 258 images. |
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### Dataset Sources |
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<!-- Provide the basic links for the dataset. --> |
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- **Homepage:** https://www.robots.ox.ac.uk/~vgg/data/flowers/102/ |
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- **Paper:** Nilsback, M. E., & Zisserman, A. (2008, December). Automated flower classification over a large number of classes. In 2008 Sixth Indian conference on computer vision, graphics & image processing (pp. 722-729). IEEE. |
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## Dataset Structure |
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<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. --> |
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Total images: 8,189 |
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Classes: 102 |
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Splits: |
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- **Train:** 1,020 images |
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- **Validation:** 1,020 images |
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- **Test:** 6,149 images |
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Image specs: JPG format, RGB |
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## Example Usage |
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Below is a quick example of how to load this dataset via the Hugging Face Datasets library. |
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``` |
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from datasets import load_dataset |
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# Load the dataset |
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dataset = load_dataset("randall-lab/flowers102", split="train", trust_remote_code=True) |
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# dataset = load_dataset("randall-lab/flowers102", split="validation", trust_remote_code=True) |
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# dataset = load_dataset("randall-lab/flowers102", split="test", trust_remote_code=True) |
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# Access a sample from the dataset |
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example = dataset[0] |
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image = example["image"] |
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label = example["label"] |
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image.show() # Display the image |
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print(f"Label: {label}") |
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``` |
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## Citation |
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<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. --> |
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**BibTeX:** |
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@inproceedings{nilsback2008automated, |
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title={Automated flower classification over a large number of classes}, |
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author={Nilsback, Maria-Elena and Zisserman, Andrew}, |
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booktitle={2008 Sixth Indian conference on computer vision, graphics \& image processing}, |
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pages={722--729}, |
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year={2008}, |
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organization={IEEE} |
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} |
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