Update README.md

README.md

@@ -5,6 +5,23 @@ tags:
 - pytorch_model_hub_mixin
 ---
 
-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: https://github.com/ananthu-aniraj/pdiscoformer
-- Docs: [More Information Needed]
+# PdiscoFormer Flowers102 Model (K=2)
+
+PdiscoFormer (Vit-base-dinov2-reg4) trained on Flowers102 with K (number of unsupervised parts to discover) set to a value of 2.
+
+
+PdiscoFormer is a novel method for unsupervised part discovery using self-supervised Vision Transformers which achieves state-of-the-art results for this task, both qualitatively and quantitatively. The code can be found in the following repository: https://github.com/ananthu-aniraj/pdiscoformer
+
+# BibTex entry and citation info
+
+```
+@misc{aniraj2024pdiscoformerrelaxingdiscoveryconstraints,
+      title={PDiscoFormer: Relaxing Part Discovery Constraints with Vision Transformers}, 
+      author={Ananthu Aniraj and Cassio F. Dantas and Dino Ienco and Diego Marcos},
+      year={2024},
+      eprint={2407.04538},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2407.04538}, 
+}
+```