diff --git a/compute_metrics/compute_metrics_reloaded.py b/compute_metrics/compute_metrics_reloaded.py
index 9c83575..ce7050b 100644
--- a/compute_metrics/compute_metrics_reloaded.py
+++ b/compute_metrics/compute_metrics_reloaded.py
@@ -45,6 +45,16 @@
 from MetricsReloaded.metrics.pairwise_measures import BinaryPairwiseMeasures as BPM
 
 
+METRICS_TO_NAME = {
+    'dsc': 'Dice similarity coefficient (DSC)',
+    'hd': 'Hausdorff distance',
+    'fbeta': 'FBeta score',
+    'nsd': 'Normalized surface distance (NSD)',
+    'vol_diff': 'Volume difference',
+    'rel_vol_diff': 'Relative volume error (RVE)',
+}
+
+
 def get_parser():
     # parse command line arguments
     parser = argparse.ArgumentParser(description='Compute MetricsReloaded metrics for segmentation tasks.')
@@ -223,6 +233,9 @@ def main():
     # Convert JSON data to pandas DataFrame
     df = build_output_dataframe(output_list)
 
+    # Rename columns
+    df.rename(columns={metric: METRICS_TO_NAME[metric] for metric in METRICS_TO_NAME}, inplace=True)
+
     # save as CSV
     fname_output_csv = os.path.abspath(args.output)
     df.to_csv(fname_output_csv, index=False)