Datasets:
Tasks:
Object Detection
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Source Datasets:
fashionpedia
License:
Create README.md
Browse files
README.md
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# Dataset Card for Fashionpedia_4_categories
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This dataset is a variation of the fashionpedia dataset available [here](https://huggingface.co/datasets/detection-datasets/fashionpedia), with only 4 categories:
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- Clothing
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- Shoes
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- Bags
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- Accessories
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The goal is to make the detection task easier with 4 categories instead of 46 for the full fashionpedia dataset.
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This dataset was created using the `detection_datasets` library ([GitHub](https://github.com/blinjrm/detection-datasets), [PyPI](https://pypi.org/project/detection-datasets/)), you can check here the full creation [notebook](https://blinjrm.github.io/detection-datasets/tutorials/2_Transform/).
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In a nutshell, the following mapping was applied:
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```Python
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mapping = {
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'shirt, blouse': 'clothing',
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'top, t-shirt, sweatshirt': 'clothing',
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'sweater': 'clothing',
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'cardigan': 'clothing',
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'jacket': 'clothing',
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'vest': 'clothing',
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'pants': 'clothing',
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'shorts': 'clothing',
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'skirt': 'clothing',
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'coat': 'clothing',
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'dress': 'clothing',
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'jumpsuit': 'clothing',
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'cape': 'clothing',
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'glasses': 'accessories',
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'hat': 'accessories',
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'headband, head covering, hair accessory': 'accessories',
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'tie': 'accessories',
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'glove': 'accessories',
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'belt': 'accessories',
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'tights, stockings': 'accessories',
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'sock': 'accessories',
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'shoe': 'shoes',
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'bag, wallet': 'bags',
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'scarf': 'accessories',
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}
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```
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As a result, annotations with no category equivalent in the mapping have been dropped.
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