Update README.md

README.md

@@ -21,3 +21,25 @@ configs:
   - split: train
     path: data/train-*
 ---
+
+### Paper Link
+
+[**SOS: Synthetic Object Segments Improve Detection, Segmentation, and Grounding**](https://arxiv.org/abs/2510.09110)
+
+### Code repo 
+
+[**Code for Generation**](https://github.com/weikaih04/Synthetic-Detection-Segmentation-Grounding-Data)
+
+
+### Citation
+
+```bibtex
+@misc{huang2025sossyntheticobjectsegments,
+  title={SOS: Synthetic Object Segments Improve Detection, Segmentation, and Grounding},
+  author={Weikai Huang and Jieyu Zhang and Taoyang Jia and Chenhao Zheng and Ziqi Gao and Jae Sung Park and Ranjay Krishna},
+  year={2025},
+  eprint={2510.09110},
+  archivePrefix={arXiv},
+  primaryClass={cs.CV},
+  url={https://arxiv.org/abs/2510.09110}
+}