initailize

README.md

@@ -149,3 +149,15 @@ To solely use language queries, add hyper-parameters:
 VISION_QUERY.ENABLED FALSE
 ```
 
+## Citation
+
+If you find our work useful in your research, please consider citing:
+```
+@article{mqdet,
+  title={Multi-modal Queried Object Detection in the Wild},
+  author={Xu, Yifan and Zhang, Mengdan and Fu, Chaoyou and Chen, Peixian and Yang, Xiaoshan and Li, Ke and Xu, Changsheng},
+  journal={arXiv preprint arXiv:2305.18980},
+  year={2023}
+}
+```
+