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Update README.md
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README.md
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@@ -24,9 +24,6 @@ Information about the XMM-OM can be found here:
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- [The ESA website](https://www.cosmos.esa.int/web/xmm-newton/technical-details-om)
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- [The article *The XMM-Newton optical/UV monitor telescope*](https://ui.adsabs.harvard.edu/abs/2001A%26A...365L..36M/abstract).
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## Cloning the repository
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```bash
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For training the model, check the training [README.md](https://github.com/ESA-Datalabs/XAMI-model/blob/main/xami_model/train/README.md).
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## Performance metrics
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<div align="center">
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<table style="width: 100%; border-collapse: collapse; text-align: center;">
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<thead>
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<tr>
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<th rowspan="2">Category</th>
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<th colspan="2">Precision</th>
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<th colspan="2">Recall</th>
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</tr>
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<tr>
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<th>YOLO-v8</th>
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<th>RT-DETR</th>
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<th>YOLO-v8</th>
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<th>RT-DETR</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td><b>Overall</b></td>
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<td><b>84.3</b></td>
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<td><b>62.7</b></td>
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<td><b>72.1</b></td>
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<td><b>78.3</b></td>
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</tr>
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<tr>
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<td>Central-Ring</td>
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<td>89.3</td>
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<td>89.1</td>
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<td>94.0</td>
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<td>97.0</td>
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</tr>
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<tr>
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<td>Read-out-Streak</td>
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<td>71.1</td>
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<td>68.3</td>
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<td>73.3</td>
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<td>95.3</td>
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</tr>
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<tr>
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<td>Smoke-Ring</td>
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<td>80.6</td>
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<td>78.1</td>
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<td>85.6</td>
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<td>93.8</td>
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</tr>
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<tr>
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<td>Star-Loop</td>
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<td>80.5</td>
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<td>71.6</td>
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<td>74.1</td>
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<td>83.3</td>
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</tr>
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<tr>
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<td><i>Other</i></td>
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<td>100.0</td>
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<td>6.2</td>
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<td>33.3</td>
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<td>22.2</td>
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</tr>
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</tbody>
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</table>
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</div>
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<p align="center">
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<em>Table 1: Metrics per object detector used.</em>
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</p>
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## © Licence
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This project is licensed under [MIT license](LICENSE).
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- [The ESA website](https://www.cosmos.esa.int/web/xmm-newton/technical-details-om)
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- [The article *The XMM-Newton optical/UV monitor telescope*](https://ui.adsabs.harvard.edu/abs/2001A%26A...365L..36M/abstract).
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## Cloning the repository
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```bash
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For training the model, check the training [README.md](https://github.com/ESA-Datalabs/XAMI-model/blob/main/xami_model/train/README.md).
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## © Licence
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This project is licensed under [MIT license](LICENSE).
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