Update README.md

README.md

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 # Endometrical cancer segmentation
 
-
 This repository contains a model trained based on the data from the study [Automated segmentation of endometrial cancer on MR images using deep learning](https://link.springer.com/content/pdf/10.1038/s41598-020-80068-9.pdf) with the objective of reproducing the reported results.
 
 The source code for training and running inference on your own data is available at: https://github.com/MMIV-ML/fastMONAI/tree/master/research/endometrical_cancer. 
 
 ## Results
-Results from the validation data are presented in the table below:
+
+The box plot of the predictions on the validation data: 
+![](boxplot.png)
+
+The results from the validation data are also presented in the table below:
 
 | subject_id | tumor_vol | inter_rater | r1_ml    | r2_ml    |
 |------------|-----------|-------------|----------|----------|