jinaai/fashion-captions-de

The data offered by Jina AI, Finetuner team.

Summary

This dataset is a German-language dataset based on the Fashion12K dataset, which originally contains both English and German text descriptions for each item. This dataset was used to to finetuner CLIP using the Finetuner tool.

Fine-tuning

Please refer to our documentation: Multilingual Text-to-Image Search with MultilingualCLIP and blog Improving Search Quality for Non-English Queries with Fine-tuned Multilingual CLIP Models

Instances

Each data point consists of a 'text' and an 'image' field, where the 'text' field describes an item of clothing in German, and the 'image' field contains and image of that item of clothing.

Fields

• 'text': A string describing the item of clothing.
• 'image': A PIL.Image.Image object containing the image. Note that when accessing the image column: dataset[0]["image"] the image file is automatically decoded. Decoding of a large number of image files might take a significant amount of time. Thus it is important to first query the sample index before the "image" column, i.e. dataset[0]["image"] should always be preferred over dataset["image"][0].

Splits

	train	test
# of items	10000	2001

Source

Images were sampled from the Fashion200K dataset.

Annotations

Data was annotated using Toloka. See their site for more details.

Licensing Information

This work is licensed under a Creative Commons Attribution 4.0 International License.

Contributors

Thanks to contributors from Jina AI and Toloka for adding this dataset.