Update README.md

README.md

@@ -1,3 +1,34 @@
----
-license: cc-by-nc-4.0
----
+---
+license: cc-by-nc-4.0
+language:
+- en
+tags:
+- retrieval
+- cir
+- cirr
+size_categories:
+- 1K<n<10K
+---
+# CoLLM: A Large Language Model for Composed Image Retrieval
+
+[[Project Page](https://collm-cvpr25.github.io/)] [[Code](https://github.com/hmchuong/CoLLM)]
+
+*Refined CIRR benchmark from the paper. Please refer to [CIRR](https://github.com/lucas-ventura/CoVR?tab=readme-ov-file#cirr) to obtain the full dataset.*
+
+**Accepted at CVPR 2025**
+
+Work is a part of Summer Internship 2024 at [Amazon](https://www.amazon.science/)
+
+Please refer to our [paper](https://arxiv.org/abs/2503.19910) for details.
+
+## Citation
+
+If you find CoLLM useful in your research, please cite the following paper:
+```latex
+@InProceedings{huynh2025collm,
+    author    = {Huynh, Chuong and Yang, Jinyu and Tawari, Ashish and Shah, Mubarak and Tran, Son and Hamid, Raffay and Chilimbi, Trishul and Shrivastava, Abhinav},
+    title     = {CoLLM: A Large Language Model for Composed Image Retrieval},
+    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
+    year      = {2025}
+}
+```