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README.md

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 license: cc-by-4.0
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-# Probabilistic Road Classification in Historical Maps Using Synthetic Data and Deep Learning  
+# Probabilistic road classification in historical maps using synthetic data and deep learning  
 Dominik J. Mühlematter, Sebastian Schweizer, Chenjing Jiao, Xue Xia, Magnus Heitzler, Lorenz Hurni - 2024
   
 [[Paper on ArXiv]](https://arxiv.org/abs/)  
 
+In correspondence with the code we released on [GitHub](https://github.com/), the usage of the models within our pipeline is described in the repository. Please note that this repository contains only the models for our final results, not for all intermediate results.  
+
+## Abstract
+
 ## Citation  
 If you find our work useful or interesting, or if you use our code, please cite our paper as follows:  
   
@@ -18,8 +22,6 @@ If you find our work useful or interesting, or if you use our code, please cite
   note    = {arXiv:xxxx.xxxxx}  
 }  
 ```
-
-In correspondence with the code we released on [GitHub](https://github.com/), the usage of the models within our pipeline is described in the repository. Please note that this repository contains only the models for our final results, not for all intermediate results.  
   
 ## Pretraining
 This folder contains the pretrained models, including: