diff --git a/bob/bio/face/script/ijba_collect_results.py b/bob/bio/face/script/ijba_collect_results.py
index 2f28ddec8e963f3772df1429a8c66284822dc9ec..0735516cb1978c4fe8eb9f89a0ec4b5b8cf53392 100644
--- a/bob/bio/face/script/ijba_collect_results.py
+++ b/bob/bio/face/script/ijba_collect_results.py
@@ -2,46 +2,49 @@
 # vim: set fileencoding=utf-8 :
 # Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
 
-from __future__ import print_function
 
 """
 This script parses through the given directory, collects all results of 
-experiments using bob.db.ijba and dumps a nice copy/paste rst text.
+experiments using bob.db.ijba and dumps a nice copy/paste ReStructuredText (RST).
 
 It supports comparison (--report-type comparison) and search  (--report-type search) experiments
 
-For comparison, we have a RST table like this:
+For comparison, the following command dumps:
+
+./bin/bob_ijba_collect_results.py <comparison-path> -r comparison
+
 
 +-----------------+-----------------+-----------------+-----------------+--------------------------+
-|    CMC% (R=1)   | TPIR% (FAR=0.1) | TPIR% (FAR=0.01)|TPIR% (FAR=0.001)| split                    |
+|    RR           | TPIR% (FAR=0.1) | TPIR% (FAR=0.01)|TPIR% (FAR=0.001)| split                    |
 +=================+=================+=================+=================+==========================+
 |   00000         |0000000          |00000000         |00000            |split 0                   |
 +-----------------+-----------------+-----------------+-----------------+--------------------------+
 |                                                                                                  |
 
+For search, the following command dumps:
 
-For search, we have a RST table like this:
+./bin/bob_ijba_collect_results.py <search-path> -r search
 
-+-----------------+-----------------+-----------------+--------------------------+
-| DIR% (FAR=0.1)  | DIR% (FAR=0.01) | DIR% (FAR=0.001)| split                    |
-+=================+=================+=================+==========================+
-|   00000         |000000           |0000000          |00000000                  |
++-------------------------+-------------------------+--------------------------+
+| DIR% (rank=1, FAR=0.1)  | DIR% (rank=1, FAR=0.01) | split                    |
++=========================+=========================+==========================+
+|   00000                 |000000                   |00000000                  |
 
 
 """
 
 
+from __future__ import print_function
 import sys, os,  glob
 import argparse
 import numpy
 
 import bob.measure
 import bob.core
-logger = bob.core.log.setup("bob.bio.base")
-
+from argparse import RawTextHelpFormatter
 from bob.bio.base.script.collect_results import Result, recurse, add_results
-
 far_thresholds = [0.1, 0.01, 0.001]
+logger = bob.core.log.setup("bob.bio.base")
 
 
 def command_line_arguments(command_line_parameters):
@@ -49,13 +52,10 @@ def command_line_arguments(command_line_parameters):
 
   # set up command line parser
   parser = argparse.ArgumentParser(description=__doc__,
-      formatter_class=argparse.ArgumentDefaultsHelpFormatter)
-
-  parser.add_argument('-D', '--directory', default=".", help = "The directory where the results should be collected from; might include search patterns as '*'.")
-  parser.add_argument('-o', '--output', help = "Name of the output file that will contain the EER/HTER scores")
-  parser.add_argument('-r', '--report-type', default="comparison", choices=("comparison", "search"), help = "Type of the report. For `comparison`, CMC(rank=1) and TPIR (FAR=[0.1, 0.01 and 0.001] ) will be reported. For the search DIR (rank=1) and TPIR (FAR=[0.1, 0.01 and 0.001] is reported")
+      formatter_class=RawTextHelpFormatter)
 
-  parser.add_argument('--self-test', action='store_true', help=argparse.SUPPRESS)
+  parser.add_argument('directory', default=".", help = "The directory where the results should be collected from.")
+  parser.add_argument('-r', '--report-type', default="comparison", choices=("comparison", "search"), help = "Type of the report. For `comparison`, RR and TPIR (FAR=[0.1, 0.01 and 0.001] ) will be reported. For the search DIR (rank=1, under FAR=[0.1, 0.01]) is reported")
 
   bob.core.log.add_command_line_option(parser)
 
@@ -93,7 +93,7 @@ def compute_comparison(args, directories):
   def plot_comparison_table(cmc_r1, fnmr):
   
     grid =  "+-----------------+-----------------+-----------------+-----------------+--------------------------+\n"
-    grid += "|    CMC% (R=1)   | TPIR% (FAR=0.1) | TPIR% (FAR=0.01)|TPIR% (FAR=0.001)| split                    |\n"
+    grid += "|        RR       | TPIR% (FAR=0.1) | TPIR% (FAR=0.01)|TPIR% (FAR=0.001)| split                    |\n"
     grid += "+=================+=================+=================+=================+==========================+\n"
     
     for cmc, fnmr_0, fnmr_1, fnmr_2, split in zip(cmc_r1, fnmr[0], fnmr[1], fnmr[2], range(len(cmc_r1))):
@@ -147,33 +147,30 @@ def compute_search(args, directories):
   """
 
   def plot_search_table(dira):
-    grid =  "+-----------------+-----------------+-----------------+--------------------------+\n"
-    grid += "| DIR% (FAR=0.1)  | DIR% (FAR=0.01) | DIR% (FAR=0.001)| split                    |\n"
-    grid += "+=================+=================+=================+==========================+\n"
-
+    grid =  "+----------------------+----------------------+--------------------------+\n"
+    grid += "| DIR% (R=1, FAR=0.1)  | DIR% (R=1, FAR=0.01) | split                    |\n"
+    grid += "+======================+======================+==========================+\n"
+  
     n_splits = len(dira[0])
-    for dira_0, dira_1, dira_2, split in zip(dira[0], dira[1], dira[2], range(n_splits)):
-      grid += "|{:17s}|{:17s}|{:17s}|{:26s}|\n".format(str(round(dira_0.nonorm_dev,5)*100),
-                                                       str(round(dira_1.nonorm_dev,5)*100),
-                                                       str(round(dira_2.nonorm_dev,5)*100),
-                                                       "split {0}".format(split))
-      grid +=  "+-----------------+-----------------+-----------------+--------------------------+\n"
+    for dira_0, dira_1, split in zip(dira[0], dira[1], range(n_splits)):
+      grid += "|{:22s}|{:22s}|{:26s}|\n".format(str(round(dira_0.nonorm_dev,5)*100),
+                                                str(round(dira_1.nonorm_dev,5)*100),
+                                                "split {0}".format(split))
+      grid += "+----------------------+----------------------+--------------------------+\n"
 
     dira_0 = compute_mean_std(dira[0])
     dira_1 = compute_mean_std(dira[1])
-    dira_2 = compute_mean_std(dira[2])
-    grid += "|**{:6s}({:5s})**|**{:6s}({:5s})**|**{:6s}({:5s})**|{:26s}|\n".format(
-                                                           str(round(dira_0[0],4)*100),str(round(dira_0[1],4)*100),
-                                                           str(round(dira_1[0],4)*100),str(round(dira_1[1],4)*100),
-                                                           str(round(dira_2[0],4)*100),str(round(dira_2[1],4)*100),
-                                                           "mean(std)")
-    grid +=  "+-----------------+-----------------+-----------------+--------------------------+\n"
+    grid += "|**{:6s}({:6s})**    |**{:6s}({:6s})**    |{:26s}|\n".format(
+                                                                      str(round(dira_0[0],4)*100),str(round(dira_0[1],4)*100),
+                                                                      str(round(dira_1[0],4)*100),str(round(dira_1[1],4)*100),
+                                                                      "mean(std)")
+    grid += "+----------------------+----------------------+--------------------------+\n"
 
     return grid
 
   def compute_dir(args, directories):
     dira = []  
-    for f in far_thresholds:
+    for f in far_thresholds[0:2]:
       args.criterion = "DIR"
       args.far_threshold = f      
       dira.append(search_results(args, directories))
@@ -184,7 +181,6 @@ def compute_search(args, directories):
   args = args
   args.rank = 1
   args.criterion = "DIR"
-
   dira = compute_dir(args, directories)
   return plot_search_table(dira)
 
@@ -194,7 +190,8 @@ def main(command_line_parameters = None):
   args = command_line_arguments(command_line_parameters)
 
   # collect results
-  directories = glob.glob(args.directory)
+  if not os.path.exists(args.directory):
+    raise ValueError("The directory `%s` does not exists"%args.directory)
   
   # Injecting some variables
   args.dev = "scores-dev"
@@ -203,7 +200,7 @@ def main(command_line_parameters = None):
   args.ztnorm = "ztnorm"
     
   if args.report_type == "comparison":
-    print(compute_comparison(args, directories))
+    print(compute_comparison(args, [args.directory]))
   else:
-    print(compute_search(args, directories))
+    print(compute_search(args, [args.directory]))