Update README.md

README.md

@@ -17,62 +17,62 @@ model-index:
     metrics:
     - name: mIoU
       type: mIoU
-      value: 56.67
+      value: 60.718
     - name: Overall Accuracy
       type: OA
-      value: 76.26
+      value: 76.259
     - name: Fscore
       type: Fscore
-      value: 69.44
+      value: 74.396
     - name: Precision
       type: Precision
-      value: 70.88
+      value: 75.944
     - name: Recall
       type: Recall
-      value: 69.1
+      value: 74.033
       
     - name: IoU Buildings
       type: IoU
-      value: 78.61
+      value: 78.614
     - name: IoU Pervious surface
       type: IoU
-      value: 52.66
+      value: 52.657
     - name: IoU Impervious surface
       type: IoU
-      value: 72.57
+      value: 72.566
     - name: IoU Bare soil
       type: IoU
-      value: 59.66
+      value: 59.656
     - name: IoU Water
       type: IoU
-      value: 87.60
+      value: 87.604
     - name: IoU Coniferous
       type: IoU
-      value: 62.25
+      value: 62.255
     - name: IoU Deciduous
       type: IoU
-      value: 71.76
+      value: 71.762
     - name: IoU Brushwood
       type: IoU
-      value: 31.27
+      value: 31.270
     - name: IoU Vineyard
       type: IoU
-      value: 76.45
+      value: 76.454
     - name: IoU Herbaceous vegetation
       type: IoU
-      value: 51.64    
+      value: 51.643   
     - name: IoU Agricultural land
       type: IoU
-      value: 57.64
+      value: 57.639
     - name: IoU Plowed land
       type: IoU
-      value: 43.45  
+      value: 43.452  
     - name: IoU Swimming pool
       type: IoU
-      value: 41.26    
+      value: 41.260    
     - name: IoU Greenhouse
       type: IoU
-      value: 63.22
+      value: 63.222
       
 pipeline_tag: image-segmentation
 ---
@@ -242,29 +242,29 @@ As a result the _Snow_ class is absent from the TEST set.
 
 #### Metrics
 
-With the evaluation protocol, the **FLAIR-INC_rgbi_15cl_resnet34-unet** have been evaluated to **OA= 76.26%** and **mIoU=56.67%**. 
+With the evaluation protocol, the **FLAIR-INC_rgbi_15cl_resnet34-unet** have been evaluated to **OA= 76.259%** and **mIoU=60.718%**. 
 The _snow_ class is discarded from the average metrics.
 
 The following table give the class-wise metrics :
 
-| Modalities              |   IoU (%)    | Fscore (%)  | Precision (%)  | Recall (%)  |
+  | Classes               |   IoU (%)    | Fscore (%)  | Precision (%)  | Recall (%)  |
 | ----------------------- | ----------|---------|---------|---------|
-| building        	      |  78.61    |  88.03  |  88.60  |  87.47  |
-| pervious surface        |  52.66    |  68.99  |  70.90  |  67.18  |
-| impervious surface      |  72.57	  |  84.10  |  84.00  |  84.20  |
-| bare soil               |  59.66	  |  74.73  |  77.46  |  72.18  |
-| water                   |  87.6    |  93.39  |  92.37  |  94.44  |
-| coniferous        	  |  62.25    |  76.74  |  77.34  |  76.14  |
-| deciduous               |  71.76    |  83.56  |  81.67  |  85.54  |
-| brushwood               |  31.27	  |  47.64  |  59.51  |  39.72  |
-| vineyard                |  76.45	  |  86.66  |  85.32  |  88.03  |
-| herbaceous vegetation   |  51.64    |  68.11  |  70.79  |  65.63  |
-| agricultural land       |  57.64    |  73.13  |  66.93  |  80.59  |
-| plowed land             |  43.45    |  60.58  |  58.84  |  62.43  |
-| swimming_pool           |  41.26    |  58.42  |  79.5  |  46.17  |
-| _snow_                    |  _00.00_    |  _00.00_  |  _00.00_  |  _00.00_  |
-| greenhouse              |  63.22    |  77.47  |  69.99  |  86.73  |
-| **average**             |  **56.67**    |  **69.44**  |  **70.88**  |  **69.10**  |
+|  building   		      |   78.614   |   88.027   |   88.596   |   87.465   |
+|  pervious_surface       |   52.657   |   68.988   |   70.900   |   67.176   |
+|  impervious_surface     |   72.566   |   84.102   |   84.002   |   84.203   |
+|  bare_soil   	          |   59.656   |   74.731   |   77.464   |   72.184   |
+|  water   		          |   87.604   |   93.393   |   92.367   |   94.442   |
+|  coniferous   	      |   62.255   |   76.737   |   77.340   |   76.144   |
+|  deciduous   	          |   71.762   |   83.560   |   81.669   |   85.540   |
+|  brushwood   	          |   31.270   |   47.643   |   59.508   |   39.723   |
+|  vineyard   		      |   76.454   |   86.656   |   85.320   |   88.034   |
+|  herbaceous   	      |   51.643   |   68.111   |   70.792   |   65.625   |
+|  agricultural_land      |   57.639   |   73.127   |   66.930   |   80.590   |
+|  plowed_land   	      |   43.452   |   60.581   |   58.839   |   62.430   |
+|  swimming_pool   	      |   41.260   |   58.417   |   79.497   |   46.173   |
+|  snow   		          |   _0.000_  |   _0.000_   |   _0.000_   |   _0.000_   |
+|  greenhouse   	      |   63.222   |   77.467   |   69.990   |   86.733   |
+| **average**             |  **60.718**    |  **74.396**  |  **75.944**  |  **74.033**  |