diff --git a/modules/deeplearning/icing_fcn.py b/modules/deeplearning/icing_fcn.py
index 0e4d6db76c1ef2576391c3b5596ed3361b41baa7..1803fc4698806b876ee0e7d32ec96b60e388cf29 100644
--- a/modules/deeplearning/icing_fcn.py
+++ b/modules/deeplearning/icing_fcn.py
@@ -704,11 +704,11 @@ class IcingIntensityFCN:
 
         conv = build_residual_block_1x1(conv, num_filters, activation, 'Residual_Block_2', padding=padding)
 
-        # conv = build_residual_block_1x1(conv, num_filters, activation, 'Residual_Block_3', padding=padding)
+        conv = build_residual_block_1x1(conv, num_filters, activation, 'Residual_Block_3', padding=padding)
 
-        # conv = build_residual_block_1x1(conv, num_filters, activation, 'Residual_Block_4', padding=padding)
+        conv = build_residual_block_1x1(conv, num_filters, activation, 'Residual_Block_4', padding=padding)
 
-        # conv = build_residual_block_1x1(conv, num_filters, activation, 'Residual_Block_5', padding=padding)
+        conv = build_residual_block_1x1(conv, num_filters, activation, 'Residual_Block_5', padding=padding)
 
         print(conv.shape)