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 ### Modeling of local structure with a dictionary of image patches 
 ### - applied to the study of Lung ECM proteins
 
-To reproduce the results from our paper (link to come), you will need to clone this repository or download it as a .zip file. Then, download the input_data and results_justDictionaries folders from DTU Data at XX. Place both within the Lung_ECM folder, besides the code folder. Rename 'results_justDictionaries' to 'results' so as to reproduce the exact results from our paper. Under the same DTU Data link you will also find the complete set of results under 'results_complete'.
+To reproduce the results from our paper (link to come), you will need to clone this repository or download it as a .zip file. Then, download the _input_data_ and _results_justDictionaries_ folders from DTU Data at XX. Place both within the Lung_ECM folder, besides the code folder. Rename _results_justDictionaries_ to _results_ if you want to reproduce the exact results from our paper. Under the same DTU Data link you will also find the complete set of results under _results_complete_.
 
 The following figure is a schematic view of the code, results and input_data folders. The table below describes further the content of the code folder found in this repository.