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@@ -36,8 +36,6 @@ This Vision Transformer model has been fine-tuned on Solar Dynamics Observatory
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  <b>The data used was provided courtesy of NASA/SDO and the AIA, EVE, and HMI science teams.
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  The authors gratefully acknowledge the entire NASA Solar Dynamics Observatory Mission Team.</b><br>
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- For the SDO team: this model is the first version for demonstration purposes. It is only trained on the SDO Gallery data atm and we're working on additional data.
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-
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  We will include more technical details here soon.
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  ## Example Images
@@ -53,7 +51,7 @@ We will include more technical details here soon.
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  ![](images/XRay_irradiated_Nuclei.png)
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  ![Right-click on this link (not the picture seen above) use 'save as'](https://roosevelt.devron-systems.com/HF/P278_73668090728-A7_003_027_proj.tif)
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- ## Training data
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  The ViT model was pretrained on a dataset consisting of 14 million images and 21k classes ([ImageNet-21k](http://www.image-net.org/).
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  More information on the base model used can be found here: (https://huggingface.co/google/vit-base-patch16-224-in21k)
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  <b>The data used was provided courtesy of NASA/SDO and the AIA, EVE, and HMI science teams.
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  The authors gratefully acknowledge the entire NASA Solar Dynamics Observatory Mission Team.</b><br>
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  We will include more technical details here soon.
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  ## Example Images
 
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  ![](images/XRay_irradiated_Nuclei.png)
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  ![Right-click on this link (not the picture seen above) use 'save as'](https://roosevelt.devron-systems.com/HF/P278_73668090728-A7_003_027_proj.tif)
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+ ## ViT base training data
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  The ViT model was pretrained on a dataset consisting of 14 million images and 21k classes ([ImageNet-21k](http://www.image-net.org/).
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  More information on the base model used can be found here: (https://huggingface.co/google/vit-base-patch16-224-in21k)
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