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Update README.md
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README.md
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@@ -24,9 +24,9 @@ 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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<img src="https://github.com/ESA-Datalabs/XAMI-model/blob/main/example_images/xami_model.png" alt="The XAMI model combining a detector and segmentor, while freezing the detector model previously trained on the XAMI dataset." width="40%">
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<p align="center">
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<em>Figure 1: The XAMI model combining a detector and segmentor, while freezing the detector model previously trained on the XAMI dataset.</em>
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## Performance metrics
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<img src="https://github.com/ESA-Datalabs/XAMI-model/blob/main/example_images/ious_rtdetr.png" alt="Cumulative distribution of IoUs between predicted and true masks using RT-DETR as detector." width="70%">
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<em>Figure 2: Cumulative distribution of IoUs between predicted and true masks using RT-DETR as detector.</em>
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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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- [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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<div align="center">
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<img src="https://github.com/ESA-Datalabs/XAMI-model/blob/main/example_images/xami_model.png" alt="The XAMI model combining a detector and segmentor, while freezing the detector model previously trained on the XAMI dataset." width="40%">
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</div>
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<p align="center">
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<em>Figure 1: The XAMI model combining a detector and segmentor, while freezing the detector model previously trained on the XAMI dataset.</em>
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## Performance metrics
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<div align="center">
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<img src="https://github.com/ESA-Datalabs/XAMI-model/blob/main/example_images/ious_rtdetr.png" alt="Cumulative distribution of IoUs between predicted and true masks using RT-DETR as detector." width="70%">
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</div>
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<div align="center">
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<em>Figure 2: Cumulative distribution of IoUs between predicted and true masks using RT-DETR as detector.</em>
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</div>
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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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