Update README.md

README.md

@@ -8,4 +8,12 @@ language:
 pretty_name: yfcc15m
 size_categories:
 - 10M<n<100M
----
+---
+
+## YFCC15M subset used for VLMs
+
+This dataset contains the subset of YFCC100M used for training the models in the paper [Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP](https://arxiv.org/abs/2208.05516). The metadata provided in this repo contains both the pageurls and downloadurls for downloading the dataset.
+This dataset can be easily downloaded with [img2dataset](https://github.com/rom1504/img2dataset):
+```bash
+img2dataset --url_list yfcc15m_final_split_pageandimageurls.csv --input_format "csv" --output_format webdataset --output_folder images --processes_count 2 --thread_count 8 --resize_mode no --enable_wandb True
+```