Update README.md

README.md

@@ -247,34 +247,34 @@ FLAIR-INC_RVBIE_resnet34_unet_15cl_norm was obtained for num_epoch=76 with corre
 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.
 
-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.
+The choice of a separate TEST set instead of cross validation was made to be coherent with the FLAIR challenges. 
+However the metrics for the Challenge were calculated on 12 classes and the TEST set acordingly. As a result the _Snow_ class is unfortunately absent from the TEST set.
 <!-- {{ testing_data | default("[More Information Needed]", true)}} -->
 
 #### Metrics
 
+With the evaluation protocol, the **FLAIR-INC_RVBIE_resnet34_unet_15cl_norm** have been evaluated to **OA= 76.37%** and **mIoU=54.71%**. 
 The following table give the class-wise metrics :
 
-| Modalities              |   IoU     | Fscore  | Precision | Recall  |
+| 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  |
+| building        	      |  82.63    |  90.49  |  90.26  |  90.72  |
+| pervious surface        |  53.24    |  69.48  |  68.97  |  70.00  |
+| impervious surface      |  74.17	  |  85.17  |  86.28  |  84.09  |
+| bare soil               |  60.40	  |  75.31  |  80.49  |  70.75  |
+| water                   |  87.59    |  93.38  |  93.16  |  93.61  |
+| coniferous        	  |  46.35    |  63.34  |  63.52  |  63.16  |
+| deciduous               |  67.45    |  80.56  |  77.44  |  83.94  |
+| brushwood               |  30.23	  |  46.43  |  63.55  |  36.58  |
+| vineyard                |  82.93	  |  90.67  |  91.35  |  89.99  |
+| herbaceous vegetation   |  55.03    |  70.99  |  70.59  |  71.40  |
+| agricultural land       |  52.01    |  68.43  |  59.18  |  81.12  |
+| plowed land             |  40.84    |  57.99  |  68.28  |  50.40  |
+| swimming_pool           |  48.44    |  65.27  |  81.62  |  54.37  |
 | snow                    |  00.00    |  00.00  |  00.00  |  00.00  |
-| greenhouse              |  39.45    |  00.00  |  00.00  |  00.00  |
-
-
-
-
+| greenhouse              |  39.45    |  56.57  |  45.52  |  74.72  |
+| ----------------------- | ----------|---------|---------|---------|
+| average                 |  54.72    |  67.60  |  69.35  |  67.66  |
 
 <!-- These are the evaluation metrics being used, ideally with a description of why. -->