Update README.md

README.md

@@ -13,8 +13,6 @@ Copyright
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 This code is intended only for personal privacy protection or academic research. 
 
-We are currently exploring the filing of a provisional patent on the Fawkes algorithm. 
-
 Usage
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@@ -60,6 +58,15 @@ pip install fawkes
 
 If you don't have root privilege, please try to install on user namespace: `pip install --user fawkes`.
 
+
+Academic Research Usage
+-----------------------
+For academic researchers, whether seeking to improve fawkes or to explore potential vunerability, please refer to the following guide to test Fawkes. 
+
+To protect a class in a dataset, first move the label's image to a seperate location and run Fawkes. Please use `--debug` option and set `batch-size` to a reasonable number (i.e 16, 32). If the images are already cropped and aligned, then also use the `no-align` option. 
+
+
+
 Contribute to Fawkes
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