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README.md

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-This organization is created by the Transformers team to maintain the D-Fine Object Detection model checkpoints, originally released by the University of Science and Technology.
+This organization is created by the Transformers team to maintain the [D-FINE](https://arxiv.org/abs/2410.13842) Object Detection model checkpoints, originally released by the University of Science and Technology.
 
-D-Fine docs: https://huggingface.co/docs/transformers/model_doc/d_fine.
+D-FINE docs: https://huggingface.co/docs/transformers/model_doc/d_fine.
 
 Additional resources:
  - [inference notebook](https://github.com/qubvel/transformers-notebooks/blob/main/notebooks/DFine_inference.ipynb)