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README.md

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----
-license: mit
-language:
-- en
-tags:
-- fashion
-- visual search
-pretty_name: LAION — Referred Visual Search — Fashion
-size_categories:
-- 1M<n<10M
----
-
-# **LAION — Referred Visual Search — Fashion**
-
-*Introduced in **Weakly-Supervised Conditional Embedding for Referred Visual Search***
-
-**[CRITEO AI Lab](https://ailab.criteo.com)** x **[ENPC](https://imagine-lab.enpc.fr)**
-
-[Simon Lepage](https://simon-lepage.github.io), Jérémie Mary, [David Picard](https://davidpicard.github.io)
-
-[[`Paper`](TODO)] 
-[[`Demo`](TODO)] 
-[[`Code`](https://github.com/Simon-Lepage/CondViT-LRVSF)] 
-[[`BibTeX`](#citing-the-dataset)]
-
----
-
-
-## **Composition**
-
-LAION-RVS-Fashion is composed of images from : 
-- **[LAION 2B EN](https://huggingface.co/datasets/laion/laion2B-en)**
-- **[LAION 2B MULTI TRANSLATED](https://huggingface.co/datasets/laion/laion2B-multi-joined-translated-to-en)**
-- **[LAION 1B NOLANG TRANSLATED](https://huggingface.co/datasets/laion/laion1B-nolang-joined-translated-to-en)**
-
-These images have been grouped based on extracted product IDs. Each product in the training set is composed of at least a single image (isolated product), and a complex image (scene). We added categorical metadata and BLIP2 captions to each product. Please see the [samples](#samples) and refer to [our paper](TODO) for additional details.
-
-|Split|Products|Distractors|
-|-:|:-:|:-:|
-|Train|272,457|-|
-|Valid|400|99,541|
-|Test|2,000|2,000,014|
-
-**Total number of training images :** 841,718.
-
-
-## **Samples**
-
-<table style='text-align:center'>
-    <tbody>
-        <tr>
-            <td></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/97969.0.jpg" style="height:200px"></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/97969.1.jpg" style="height:200px"></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/219924.0.jpg" style="height:200px"></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/219924.1.jpg" style="height:200px"></td>
-        </tr>
-        <tr>
-            <td><b>Categories</b></td>
-            <td colspan=2>Neck</td>
-            <td colspan=2>Lower Body</td>
-        </tr>
-        <tr>
-            <td><b>BLIP2 Captions</b></td>
-            <td colspan=2>a scarf with multi-coloured stripes</td>
-            <td colspan=2>stella pants - dark suede</td>
-        </tr>
-        <tr></tr>
-        <tr>
-            <td></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/72317.0.jpg" style="height:200px"></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/72317.1.jpg" style="height:200px"></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/108856.0.jpg" style="height:200px"></td>
-            <td><img src="https://huggingface.co/datasets/Slep/LAION-RVS-Fashion/resolve/main/assets/108856.1.jpg" style="height:200px"></td>
-        </tr>
-        <tr>
-            <td><b>Categories</b></td>
-            <td colspan=2>Feet</td>
-            <td colspan=2>Bags</td>
-        </tr>
-        <tr>
-            <td><b>BLIP2 Captions</b></td>
-            <td colspan=2>neon green patent leather heels with studs</td>
-            <td colspan=2>the burberry small leather bag is brown and leather</td>
-        </tr>
-    </tbody>
-</table>
-
-
-## **Attributes**
-
-- **URL**, **WIDTH**, **HEIGHT**, **punsafe**, **pwatermark**, **language**: Original LAION fields. Please refer to their repository. 
-- **TEXT**: Text originally associated with the image. 
-- **ENG_TEXT** : Translated version for MULTI/NOLANG, copy of TEXT for EN.
-- **TYPE**: SIMPLE (isolated products), COMPLEX (scenes), PARTIAL_COMPLEX (zommed-in scenes)
-- **PRODUCT_ID**: Product identifier, allows to group together images depicting the same product. 
-- **INDEX_SRC**: ID of parquet file originally storing this image. 
-- **CATEGORY**: Categories of the products - `Bags, Feet, Hands, Head, Lower Body, Neck, Outwear, Upper Body, Waist, Whole Body` for the products, and `NonClothing` for some distractors.
-- **blip2_caption1, blip2_caption2**: [BLIP2-FlanT5XL](https://huggingface.co/Salesforce/blip2-flan-t5-xl)-generated captions.
-
-
-We also release `bootstrap_IDs.pkl`, the file used to generate the bootstrapped results of the paper. `test_subsets` is composed of [product IDs](https://github.com/Simon-Lepage/CondViT-LRVSF/blob/b660d82b5775de417ba81ac846b6df004b31eb75/lrvsf/test/metrics.py#L229), while `dist_{N}_subsets` are [row indices](https://github.com/Simon-Lepage/CondViT-LRVSF/blob/b660d82b5775de417ba81ac846b6df004b31eb75/lrvsf/test/metrics.py#L248).
-
----
-
-## Citing the dataset
-
-To cite our work, please use the following BibTeX entry : 
-```
-@article{lepage2023condvit,
-  title={Weakly-Supervised Conditional Embedding for Referred Visual Search},
-  author={Lepage, Simon and Mary, Jérémie and Picard, David},
-  journal={arXiv:xxxx.xxxx},
-  year={2023}
-}
-```

bootstrap_IDs.pkl

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-version https://git-lfs.github.com/spec/v1
-oid sha256:fe22345660921cca38dfc5d116ab2ef58011429cdc4c9a64af366c76a11bb869
-size 88881885