Add Paper Link and Citation

README.md

@@ -40,7 +40,7 @@ widget:
 - **Repository:** https://github.com/HPAI-BSC/SuSy
 - **Dataset:** https://huggingface.co/datasets/HPAI-BSC/SuSy-Dataset
 - **Model Demo**: https://colab.research.google.com/drive/15nxo0FVd-snOnj9TcX737fFH0j3SmS05
-- **Paper:** TBD
+- **Paper:** https://arxiv.org/abs/2409.14128
 
 **Model Results**
 
@@ -167,14 +167,14 @@ See `test_image.py` and `test_patch.py` for other examples on how to use the mod
 
 The dataset is available at: https://huggingface.co/datasets/HPAI-BSC/SuSy-Dataset
 
-| Dataset           | Year | Train | Validation | Test  |
-|:-----------------:|:----:|:-----:|:----------:|:-----:|
-| COCO              | 2017 | 2,967 | 1,234      | 1,234 |
-| dalle-3-images    | 2023 | 987   | 330        | 330   |
-| diffusiondb       | 2022 | 2,967 | 1,234      | 1,234 |
-| realisticSDXL     | 2023 | 2,967 | 1,234      | 1,234 |
-| midjourney-tti    | 2022 | 2,718 | 906        | 906   |
-| midjourney-images | 2023 | 1,845 | 617        | 617   |
+|      Dataset      | Year | Train | Validation | Test  | Total |
+|:-----------------:|:----:|:-----:|:----------:|:-----:|:-----:|
+|        COCO       | 2017 | 2,967 |    1,234   | 1,234 | 5,435 |
+|   dalle-3-images  | 2023 |  987  |     330    |  330  | 1,647 |
+|    diffusiondb    | 2022 | 2,967 |    1,234   | 1,234 | 5,435 |
+|   realisticSDXL   | 2023 | 2,967 |    1,234   | 1,234 | 5,435 |
+|   midjourney-tti  | 2022 | 2,718 |     906    |  906  | 4,530 |
+| midjourney-images | 2023 | 1,845 |     617    |  617  | 3,079 |
 
 #### Authentic Images
 
@@ -309,10 +309,13 @@ It must be noted that these metrics were computed using the center-patch of imag
 
 ```bibtex
 @misc{bernabeu2024susy,
-    title={Present and Future Generalization of Synthetic Image Detectors},
-    author={Bernabeu Perez, Pablo and Lopez Cuena, Enrique and Garcia Gasulla, Dario},
+    title={Present and Future Generalization of Synthetic Image Detectors}, 
+    author={Pablo Bernabeu-Perez and Enrique Lopez-Cuena and Dario Garcia-Gasulla},
     year={2024},
-    month={09}
+    eprint={2409.14128},
+    archivePrefix={arXiv},
+    primaryClass={cs.CV},
+    url={https://arxiv.org/abs/2409.14128}, 
 }
 ```