Update README.md

README.md

@@ -212,10 +212,10 @@ Statistics of the TRAIN+VALIDATION set :
 
 #### Speeds, Sizes, Times
 
-The FLAIR-INC_rgbie_15cl_resnet34-unet model was trained on a HPC/AI resources provided by GENCI-IDRIS (Grant 2022-A0131013803). 
+The FLAIR-INC_rgbi_15cl_resnet34-unet model was trained on a HPC/AI resources provided by GENCI-IDRIS (Grant 2022-A0131013803). 
 16 V100 GPUs were used ( 4 nodes, 4 GPUS per node). With this configuration the approximate learning time is 6 minutes per epoch.
 
-FLAIR-INC_rgbie_15cl_resnet34-unet was obtained for num_epoch=76 with corresponding val_loss=0.56. 
+FLAIR-INC_rgbi_15cl_resnet34-unet was obtained for num_epoch=65 with corresponding val_loss=0.56. 
 
 
 <div style="position: relative; text-align: center;">
@@ -242,29 +242,29 @@ As a result the _Snow_ class is absent from the TEST set.
 
 #### Metrics
 
-With the evaluation protocol, the **FLAIR-INC_RVBIE_resnet34_unet_15cl_norm** have been evaluated to **OA= 76.37%** and **mIoU=58.63%**. 
+With the evaluation protocol, the **FLAIR-INC_rgbi_15cl_resnet34-unet** have been evaluated to **OA= 76.26%** and **mIoU=56.67%**. 
 The _snow_ class is discarded from the average metrics.
 
 The following table give the class-wise metrics :
 
 | Modalities              |   IoU (%)    | Fscore (%)  | Precision (%)  | Recall (%)  |
 | ----------------------- | ----------|---------|---------|---------|
-| 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  |
+| 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              |  39.45    |  56.57  |  45.52  |  74.72  |
-| **average**             |  **58.63**    |  **72.44**  |  **74.3**  |  **72.49**  |
+| greenhouse              |  63.22    |  77.47  |  69.99  |  86.73  |
+| **average**             |  **56.67**    |  **69.44**  |  **70.88**  |  **69.1**  |