diff --git a/README.md b/README.md
index bec6f93c0e8ea2c9b9cf6292752c22535aad9f3b..55085686b5aad058026850751e1679d93ec0ba9f 100644
--- a/README.md
+++ b/README.md
@@ -2,10 +2,33 @@
 
 This is the documentation of the code for the project
 
-
-
-### Dependencies
+### Install Third party
 As the script depends on the ArcFace library to compute the scores, this library needs to be installed first. 
 The library installation can be found here: https://github.com/deepinsight/insightface
 
 It also depends on a third party DET script. 
+
+### Computing the baseline. 
+One can use the code present in main.py to compute the baseline. In order to achive this, one needs to 
+
+1. Change the projectpath the project paht as it is on your local machine
+
+`` projectpath = "my/project/path/ `` 
+
+2. Uncomment the following lines: 
+
+```
+QualEval = QualityEvaluator("Instance-Name", projectpath, imgsdir, "subjectnr/samplenr")
+QualEval.ArcFace_init()
+QualEval.readInDataset(params, projectpath, imgsdir, "ArcFaceCasia", True ) 
+QualEval.ComputeBaselines()
+QualEval.SaveBaslines()
+
+```
+
+
+### Compute quality metrics
+
+### Plot quality metrics
+
+