Update README.md

README.md

@@ -141,6 +141,15 @@ For inference, a preprocessing as close as possible should be used. Refer to the
 
 #### Speeds, Sizes, Times
 
+The **FRACTAL-LidarHD_7cl_randlanet** model was trained on an in-house HPC cluster. 
+6 V100 GPUs were used (2 nodes, 3 GPUS per node). With this configuration the approximate learning time is 30 minutes per epoch.
+
+The model was obtained for num_epoch=21 with corresponding val_loss=0.112.
+
+<div style="position: relative; text-align: center;">
+    <p style="margin: 0;">TRAIN loss</p>
+    <img src="FRACTAL-LidarHD_7cl_randlanet-train_val_losses.excalidraw.png" alt="train and val losses" style="width: 60%; display: block; margin: 0 auto;"/>
+</div>
 
 ## Evaluation