Update README.md

README.md

@@ -2,9 +2,16 @@
 tags:
 - model_hub_mixin
 - pytorch_model_hub_mixin
+- arxiv:2502.17237
 license: mit
 ---
 
-This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
-- Library: [More Information Needed]
-- Docs: [More Information Needed]
+# MegaLoc
+MegaLoc is an image retrieval model for any localization task, which achieves SOTA on most VPR datasets, including indoor and outdoor ones.
+You can find details in our paper [MegaLoc: One Retrieval to Place Them All](https://arxiv.org/abs/2502.17237)
+
+### Qualitataive examples
+Here are some examples of top-1 retrieved images from the SF-XL test set, which has 2.8M images as database.
+
+![teaser](https://github.com/user-attachments/assets/a90b8d4c-ab53-4151-aacc-93493d583713)
+