Update README.md

README.md

@@ -244,11 +244,38 @@ FLAIR-INC_RVBIE_resnet34_unet_15cl_norm was obtained for num_epoch=76 with corre
 #### Testing Data
 
 <!-- This should link to a Dataset Card if possible. -->
+The evaluation was performed on a TEST set of 31750 patches that are independant from the TRAIN and VALIDATION patches. They represent 15 spatio-temporal domains.
+The TEST set corresponds to the reunion of the TEST set of scientific challenges FLAIR#1 and FLAIR#2. See the [FLAIR challenge page](https://ignf.github.io/FLAIR/) for more details.
 
-{{ testing_data | default("[More Information Needed]", true)}}
+The choice of a separate TEST set instead of cross validation was made to be coherent with the FLAIR challenges. Please note that the _Snow_ class is absent from the TEST set.
+<!-- {{ testing_data | default("[More Information Needed]", true)}} -->
 
 #### Metrics
 
+The following table give the class-wise metrics :
+
+| Modalities              |   IoU     | Fscore  | Precision | Recall  |
+| ----------------------- | ----------|---------|---------|---------|
+| building        	      |  82.63    |  00.00  |  00.00  |  00.00  |
+| pervious surface        |  53.24    |  00.00  |  00.00  |  00.00  |
+| impervious surface      |  74.17	  |  00.00  |  00.00  |  00.00  |
+| bare soil               |  60.40	  |  00.00  |  00.00  |  00.00  |
+| water                   |  87.59    |  00.00  |  00.00  |  00.00  |
+| coniferous        	  |  46.35    |  00.00  |  00.00  |  00.00  |
+| deciduous               |  67.45    |  00.00  |  00.00  |  00.00  |
+| brushwood               |  30.23	  |  00.00  |  00.00  |  00.00  |
+| vineyard                |  82.93	  |  00.00  |  00.00  |  00.00  |
+| herbaceous vegetation   |  55.03    |  00.00  |  00.00  |  00.00  |
+| agricultural land       |  52.01    |  00.00  |  00.00  |  00.00  |
+| plowed land             |  40.84    |  00.00  |  00.00  |  00.00  |
+| swimming_pool           |  48.44    |  00.00  |  00.00  |  00.00  |
+| snow                    |  00.00    |  00.00  |  00.00  |  00.00  |
+| greenhouse              |  39.45    |  00.00  |  00.00  |  00.00  |
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 <!-- These are the evaluation metrics being used, ideally with a description of why. -->
 
 {{ testing_metrics | default("[More Information Needed]", true)}}