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+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
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+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
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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}
+}
+```

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