diff --git a/doc/baselines.rst b/doc/baselines.rst
index e4a990349ef77226f1f37b2d5e8ff0786a618d5f..0c48aa6a06d0fac23edba9af9b65887e7eafeb35 100644
--- a/doc/baselines.rst
+++ b/doc/baselines.rst
@@ -42,10 +42,6 @@ Usually it is a good idea to have at least verbose level 2 (i.e., calling
specifies the number of parallel jobs you want to execute.
-In the remainder of this section we introduce baseline experiments you can
-readily run with this tool without further configuration. Baselines examplified
-in this guide were published in [TVM14]_.
-
Database setups and baselines are encoded using
:ref:`bob.bio.base.configuration-files`, all stored inside the package root, in
the directory ``bob/bio/vein/configurations``. Documentation for each resource
@@ -86,6 +82,11 @@ is available on the section :ref:`bob.bio.vein.resources`.
Once this step is done, you can proceed with the instructions below.
+In the remainder of this section we introduce baseline experiments you can
+readily run with this tool without further configuration. Baselines examplified
+in this guide were published in [TVM14]_.
+
+
Repeated Line-Tracking with Miura Matching
==========================================
@@ -202,23 +203,37 @@ Results for other Baselines
===========================
This package may generate results for other combinations of protocols and
-databases. Here is a summary table for some variants (results are expressed the
-the equal-error rate on the development set, in percentage):
-
-======================== ================= ====== ====== ====== ======
- Approach UTFVP Vera
------------------------------------------- ------------- -------------
- Feature Extractor Post Processing B Full B Full
-======================== ================= ====== ====== ====== ======
-Maximum Curvature Histogram Eq.
-Maximum Curvature None 3.2
-Repeated Line Tracking Histogram Eq.
-Repeated Line Tracking None 26.4
-Wide Line Detector Histogram Eq. 8.2
-Wide Line Detector None 10.4
-======================== ================= ====== ====== ====== ======
-
-WLD + HEQ (preproc) @ Vera/Full = 10.9%
+databases. Here is a summary table for some variants (results expressed
+correspond to the the equal-error rate on the development set, in percentage):
+
+======================== ================= ====== ====== ====== ====== ======
+ Approach Vera Finger UTFVP
+------------------------------------------ -------------------- -------------
+ Feature Extractor Post Processing Full B Nom 1vsall nom
+======================== ================= ====== ====== ====== ====== ======
+Repeated Line Tracking None 23.9 24.1 24.9 1.7 1.4
+Repeated Line Tracking Histogram Eq. 26.2 23.6 24.9 2.1 0.9
+Maximum Curvature None 3.2 3.2 3.1 0.4 0.
+Maximum Curvature Histogram Eq. 3.0 2.7 2.7 0.4 0.
+Wide Line Detector None 10.2 10.2 10.5 2.3 1.7
+Wide Line Detector Histogram Eq. 8.0 9.7 7.3 1.7 0.9
+======================== ================= ====== ====== ====== ====== ======
+
+In a machine with 48 cores, running these baselines took the following time
+(hh:mm):
+
+======================== ================= ====== ====== ====== ====== ======
+ Approach Vera Finger UTFVP
+------------------------------------------ -------------------- -------------
+ Feature Extractor Post Processing Full B Nom 1vsall nom
+======================== ================= ====== ====== ====== ====== ======
+Repeated Line Tracking None 01:16 00:23 00:23 12:44 00:35
+Repeated Line Tracking Histogram Eq. 00:50 00:23 00:23 13:00 00:35
+Maximum Curvature None 03:28 00:54 00:59 58:34 01:48
+Maximum Curvature Histogram Eq. 02:45 00:54 00:59 49:03 01:49
+Wide Line Detector None 00:07 00:01 00:01 02:25 00:05
+Wide Line Detector Histogram Eq. 00:04 00:01 00:01 02:04 00:06
+======================== ================= ====== ====== ====== ====== ======
.. include:: links.rst