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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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+
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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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+
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+ As a result, annotations with no category equivalent in the mapping have been dropped.