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Update README.md

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@@ -226,9 +226,9 @@ FLAIR-INC_rgbie_15cl_resnet34-unet was obtained for num_epoch=76 with correspond
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  <div style="position: relative; text-align: center;">
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  <p style="margin: 0;">TRAIN loss</p>
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- <img src="figs/train_loss_FLAIR-INC_RGBIE_resnet34_unet_15cl_norm.png" alt="TRAIN loss" style="width: 60%; display: block; margin: 0 auto;"/>
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  <p style="margin: 0;">VALIDATION loss</p>
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- <img src="figs/val_loss_FLAIR-INC_RGBIE_resnet34_unet_15cl_norm.png" alt="VALIDATION loss" style="width: 60%; display: block; margin: 0 auto;"/>
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  </div>
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@@ -283,9 +283,9 @@ The following illustration gives the resulting confusion matrix :
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  <div style="position: relative; text-align: center;">
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  <p style="margin: 0;">Normalized Confusion Matrix (precision)</p>
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- <img src="figs/FLAIR-INC_RVBIE_resnet34_unet_15cl_norm_cm-precision.png" alt="drawing" style="width: 70%; display: block; margin: 0 auto;"/>
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  <p style="margin: 0;">Normalized Confusion Matrix (recall)</p>
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- <img src="figs/FLAIR-INC_RVBIE_resnet34_unet_15cl_norm_cm-recall.png" alt="drawing" style="width: 70%; display: block; margin: 0 auto;"/>
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  </div>
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  <div style="position: relative; text-align: center;">
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  <p style="margin: 0;">TRAIN loss</p>
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+ <img src="FLAIR-INC_rgb_15cl_resnet34-unet_train-loss.png" alt="TRAIN loss" style="width: 60%; display: block; margin: 0 auto;"/>
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  <p style="margin: 0;">VALIDATION loss</p>
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+ <img src="FLAIR-INC_rgb_15cl_resnet34-unet_val-loss.png" alt="VALIDATION loss" style="width: 60%; display: block; margin: 0 auto;"/>
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  </div>
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  <div style="position: relative; text-align: center;">
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  <p style="margin: 0;">Normalized Confusion Matrix (precision)</p>
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+ <img src="FLAIR-INC_rgb_15cl_resnet34-unet_weights_confmat_norm-precision.png" alt="drawing" style="width: 70%; display: block; margin: 0 auto;"/>
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  <p style="margin: 0;">Normalized Confusion Matrix (recall)</p>
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+ <img src="FLAIR-INC_rgb_15cl_resnet34-unet_weights_confmat_norm-recall.png" alt="drawing" style="width: 70%; display: block; margin: 0 auto;"/>
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  </div>
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