diff --git a/bob/bio/vein/algorithm/MiuraMatch.py b/bob/bio/vein/algorithm/MiuraMatch.py
index b5ade6196f601e7b692c15078ec72a2f9fc8be03..379a303cbf49b42c669fa2ac1f9625b656bba71b 100644
--- a/bob/bio/vein/algorithm/MiuraMatch.py
+++ b/bob/bio/vein/algorithm/MiuraMatch.py
@@ -58,8 +58,8 @@ class MiuraMatch (Algorithm):
         ch = ch,
         cw = cw,
 
-        multiple_model_scoring = None,
-        multiple_probe_scoring = None
+        #multiple_model_scoring = None,
+        #multiple_probe_scoring = None
     )
 
     self.ch = ch
diff --git a/bob/bio/vein/configurations/verafinger.py b/bob/bio/vein/configurations/verafinger.py
index ee23e42f1180e8effa8a30ff47b608fb5ee3aaf8..7be25f8c1798585c76b10b904e7044fa9ad6fc3f 100644
--- a/bob/bio/vein/configurations/verafinger.py
+++ b/bob/bio/vein/configurations/verafinger.py
@@ -12,16 +12,37 @@ You can download the raw data of the `VERA Fingervein`_ database by following
 the link.
 """
 
+from bob.extension import rc
+from bob.bio.vein.database.verafinger import Database
+from bob.bio.base.pipelines.vanilla_biometrics import DatabaseConnector
 
-from ..database.verafinger import Database
+_verafinger_directory = rc["bob.db.verafinger.directory"]
+"""Value of ``~/.bobrc`` for this database"""
 
-_verafinger_directory = "[YOUR_VERAFINGER_DIRECTORY]"
-"""Value of ``~/.bob_bio_databases.txt`` for this database"""
 
-database = Database(
+protocol = 'Nom'
+"""The default protocol to use for tests
+
+You may modify this at runtime by specifying the option ``--protocol`` on the
+command-line of ``verify.py`` or using the keyword ``protocol`` on a
+configuration file that is loaded **after** this configuration resource.
+
+We accept any biometric recognition protocol implemented by bob.db.verafinger.
+Variants of the biometric recognition protocol ending in ``-va`` can be used to
+test for vulnerability analysis. For example, use the protocol ``Nom-va`` to
+test the vulnerability of a biometric recognition pipeline using the ``Nom``
+protocol for enrollment and probe samples from presentation attacks.
+"""
+
+database = DatabaseConnector(Database(
     original_directory = _verafinger_directory,
     original_extension = '.png',
+    protocol = protocol),
+
+    annotation_type = None,
+    fixed_positions = None
     )
+
 """The :py:class:`bob.bio.base.database.BioDatabase` derivative with Verafinger
 database settings
 
@@ -37,16 +58,4 @@ value to the place where you actually installed the Verafinger Database, as
 explained in the section :ref:`bob.bio.vein.baselines`.
 """
 
-protocol = 'Nom'
-"""The default protocol to use for tests
-
-You may modify this at runtime by specifying the option ``--protocol`` on the
-command-line of ``verify.py`` or using the keyword ``protocol`` on a
-configuration file that is loaded **after** this configuration resource.
 
-We accept any biometric recognition protocol implemented by bob.db.verafinger.
-Variants of the biometric recognition protocol ending in ``-va`` can be used to
-test for vulnerability analysis. For example, use the protocol ``Nom-va`` to
-test the vulnerability of a biometric recognition pipeline using the ``Nom``
-protocol for enrollment and probe samples from presentation attacks.
-"""
diff --git a/bob/bio/vein/configurations/wide_line_detector.py b/bob/bio/vein/configurations/wide_line_detector.py
index 8b2662c08f0ab4ed3e9b1f42b92dcdaddd9e167c..63ec6fd94beaf29288487f74ae3bb3dafa960a52 100644
--- a/bob/bio/vein/configurations/wide_line_detector.py
+++ b/bob/bio/vein/configurations/wide_line_detector.py
@@ -2,7 +2,7 @@
 # vim: set fileencoding=utf-8 :
 # Tue 27 Sep 2016 16:48:16 CEST
 
-'''Huang's Wide-Line Detector and Miura Matching baseline
+"""Huang's Wide-Line Detector and Miura Matching baseline
 
 References:
 
@@ -10,31 +10,41 @@ References:
 2. [TV13]_
 3. [TVM14]_
 
-'''
-
-sub_directory = 'wld'
-"""Sub-directory where results will be placed.
-
-You may change this setting using the ``--sub-directory`` command-line option
-or the attribute ``sub_directory`` in a configuration file loaded **after**
-this resource.
 """
 
-from ..preprocessor import NoCrop, TomesLeeMask, HuangNormalization, \
-    NoFilter, Preprocessor
+from bob.bio.base.transformers import PreprocessorTransformer
+from bob.bio.base.transformers import ExtractorTransformer
+from bob.bio.base.pipelines.vanilla_biometrics import (
+    VanillaBiometricsPipeline,
+    BioAlgorithmLegacy,
+)
+from sklearn.pipeline import make_pipeline
+from bob.pipelines import wrap
 
-preprocessor = Preprocessor(
-    crop=NoCrop(),
-    mask=TomesLeeMask(),
-    normalize=HuangNormalization(),
-    filter=NoFilter(),
+from bob.bio.vein.preprocessor import (
+    NoCrop,
+    TomesLeeMask,
+    HuangNormalization,
+    NoFilter,
+    Preprocessor,
+)
+
+preprocessor = PreprocessorTransformer(
+    Preprocessor(
+        crop=NoCrop(),
+        mask=TomesLeeMask(),
+        normalize=HuangNormalization(),
+        filter=NoFilter(),
     )
+)
+
+
 """Preprocessing using gray-level based finger cropping and no post-processing
 """
 
-from ..extractor import WideLineDetector
+from bob.bio.vein.extractor import WideLineDetector
 
-extractor = WideLineDetector()
+extractor = ExtractorTransformer(WideLineDetector())
 """Features are the output of the maximum curvature algorithm, as described on
 [HDLTL10]_.
 
@@ -43,9 +53,15 @@ Defaults taken from [TV13]_.
 
 # Notice the values of ch and cw are different than those from the
 # repeated-line tracking **and** maximum curvature baselines.
-from ..algorithm import MiuraMatch
-algorithm = MiuraMatch(ch=18, cw=28)
+from bob.bio.vein.algorithm import MiuraMatch
+
+biometric_algorithm = BioAlgorithmLegacy(
+    MiuraMatch(ch=18, cw=28), base_dir="/idiap/temp/vbros/pipeline_test/verafinger"
+)
 """Miura-matching algorithm with specific settings for search displacement
 
 Defaults taken from [TV13]_.
 """
+transformer = make_pipeline(wrap(["sample"], preprocessor), wrap(["sample"], extractor))
+
+pipeline = VanillaBiometricsPipeline(transformer, biometric_algorithm)
diff --git a/setup.py b/setup.py
index 986e76be7263be8ea30a5e749641668d0e388d0c..05d616f7d68b22c4ac78dc0c760999e7658df0ac 100644
--- a/setup.py
+++ b/setup.py
@@ -49,6 +49,14 @@ setup(
         'grid = bob.bio.vein.configurations.gridio4g48',
         ],
 
+     'bob.bio.database': [
+        'verafinger = bob.bio.vein.configurations.verafinger:database',
+      ],
+
+      'bob.bio.pipeline': [
+        'wld = bob.bio.vein.configurations.wide_line_detector:pipeline'
+      ],
+
       'console_scripts': [
         'bob_bio_vein_compare_rois.py = bob.bio.vein.script.compare_rois:main',
         'bob_bio_vein_view_sample.py = bob.bio.vein.script.view_sample:main',