diff --git a/bob/bio/vein/configurations/maximum_curvature.py b/bob/bio/vein/configurations/maximum_curvature.py
index 3bee726bbcfb34dbce8468f0753971a1dcef3605..20054546e709ea21b0de43f105d01232a591ebaf 100644
--- a/bob/bio/vein/configurations/maximum_curvature.py
+++ b/bob/bio/vein/configurations/maximum_curvature.py
@@ -2,7 +2,7 @@
 # vim: set fileencoding=utf-8 :
 # Tue 27 Sep 2016 16:48:32 CEST
 
-'''Maximum Curvature and Miura Matching baseline
+"""Maximum Curvature and Miura Matching baseline
 
 References:
 
@@ -10,41 +10,68 @@ References:
 2. [TV13]_
 3. [TVM14]_
 
-'''
+"""
 
-sub_directory = 'mc'
-"""Sub-directory where results will be placed.
+from tempfile import TemporaryDirectory
+from pathlib import Path
+import os
 
-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 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
 
-from ..preprocessor import NoCrop, TomesLeeMask, HuangNormalization, \
-    NoFilter, Preprocessor
+from bob.bio.vein.preprocessor import (
+    NoCrop,
+    TomesLeeMask,
+    HuangNormalization,
+    NoFilter,
+    Preprocessor,
+)
+from bob.bio.vein.extractor import MaximumCurvature
+from bob.bio.vein.algorithm import MiuraMatch
+
+"""Baseline updated with the wrapper for the pipelines package"""
+
+"""Sub-directory where temporary files are saved"""
+sub_directory = 'rlt'
+user_temp = Path("/idiap/") / "temp" / os.environ["USER"]
+if user_temp.exists():
+    # use /idiap/temp/<USER>/bob_bio_vein_tmp/<SUBDIRECTORY>/
+    legacy_temp_dir = user_temp / "bob_bio_vein_tmp" / sub_directory
+else:
+    # if /idiap/temp/<USER> does not exist, use /tmp/tmpxxxxxxxx
+    legacy_temp_dir = TemporaryDirectory().name
 
-preprocessor = Preprocessor(
-    crop=NoCrop(),
-    mask=TomesLeeMask(),
-    normalize=HuangNormalization(),
-    filter=NoFilter(),
-    )
 """Preprocessing using gray-level based finger cropping and no post-processing
 """
+preprocessor = PreprocessorTransformer(
+    Preprocessor(
+        crop=NoCrop(),
+        mask=TomesLeeMask(),
+        normalize=HuangNormalization(),
+        filter=NoFilter(),
+    )
+)
 
-from ..extractor import MaximumCurvature
-extractor = MaximumCurvature()
 """Features are the output of the maximum curvature algorithm, as described on
 [MNM05]_.
 
 Defaults taken from [TV13]_.
 """
+extractor = ExtractorTransformer(MaximumCurvature())
 
-# Notice the values of ch and cw are different than those from the
-# repeated-line tracking baseline.
-from ..algorithm import MiuraMatch
-algorithm = MiuraMatch()
 """Miura-matching algorithm with specific settings for search displacement
 
 Defaults taken from [TV13]_.
 """
+biometric_algorithm = BioAlgorithmLegacy(
+    MiuraMatch(), base_dir=legacy_temp_dir
+)
+
+transformer = make_pipeline(wrap(["sample"], preprocessor), wrap(["sample"], extractor))
+pipeline = VanillaBiometricsPipeline(transformer, biometric_algorithm)
diff --git a/bob/bio/vein/configurations/repeated_line_tracking.py b/bob/bio/vein/configurations/repeated_line_tracking.py
index 55702ef160d0fcccaaf75bf69af6ab50cac7189f..b88d0a832c91e5d9cdc991ed8b7d92638ea1301f 100644
--- a/bob/bio/vein/configurations/repeated_line_tracking.py
+++ b/bob/bio/vein/configurations/repeated_line_tracking.py
@@ -2,7 +2,7 @@
 # vim: set fileencoding=utf-8 :
 # Tue 27 Sep 2016 16:48:08 CEST
 
-'''Repeated-Line Tracking and Miura Matching baseline
+"""Repeated-Line Tracking and Miura Matching baseline
 
 References:
 
@@ -10,39 +10,65 @@ References:
 2. [TV13]_
 3. [TVM14]_
 
-'''
+"""
+from tempfile import TemporaryDirectory
+from pathlib import Path
+import os
 
-sub_directory = 'rlt'
-"""Sub-directory where results will be placed.
+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
 
-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 bob.bio.vein.preprocessor import (
+    NoCrop,
+    TomesLeeMask,
+    HuangNormalization,
+    NoFilter,
+    Preprocessor,
+)
+from bob.bio.vein.extractor import RepeatedLineTracking
+from bob.bio.vein.algorithm import MiuraMatch
 
-from ..preprocessor import NoCrop, TomesLeeMask, HuangNormalization, \
-    NoFilter, Preprocessor
+"""Baseline updated with the wrapper for the pipelines package"""
+
+"""Sub-directory where temporary files are saved"""
+sub_directory = 'rlt'
+user_temp = Path("/idiap/") / "temp" / os.environ["USER"]
+if user_temp.exists():
+    # use /idiap/temp/<USER>/bob_bio_vein_tmp/<SUBDIRECTORY>/
+    legacy_temp_dir = user_temp / "bob_bio_vein_tmp" / sub_directory
+else:
+    # if /idiap/temp/<USER> does not exist, use /tmp/tmpxxxxxxxx
+    legacy_temp_dir = TemporaryDirectory().name
 
-preprocessor = Preprocessor(
-    crop=NoCrop(),
-    mask=TomesLeeMask(),
-    normalize=HuangNormalization(),
-    filter=NoFilter(),
-    )
 """Preprocessing using gray-level based finger cropping and no post-processing
 """
+preprocessor = PreprocessorTransformer(
+    Preprocessor(
+        crop=NoCrop(),
+        mask=TomesLeeMask(),
+        normalize=HuangNormalization(),
+        filter=NoFilter(),
+    )
+)
 
-from ..extractor import RepeatedLineTracking
-
-extractor = RepeatedLineTracking()
 """Features are the output of repeated-line tracking, as described on [MNM04]_.
 
 Defaults taken from [TV13]_.
 """
+extractor = ExtractorTransformer(RepeatedLineTracking())
 
-from ..algorithm import MiuraMatch
-algorithm = MiuraMatch(ch=65, cw=55)
 """Miura-matching algorithm with specific settings for search displacement
 
 Defaults taken from [TV13]_.
 """
+biometric_algorithm = BioAlgorithmLegacy(
+    MiuraMatch(ch=65, cw=55), base_dir=legacy_temp_dir
+)
+transformer = make_pipeline(wrap(["sample"], preprocessor), wrap(["sample"], extractor))
+pipeline = VanillaBiometricsPipeline(transformer, biometric_algorithm)
diff --git a/bob/bio/vein/configurations/verafinger.py b/bob/bio/vein/configurations/verafinger.py
index 7be25f8c1798585c76b10b904e7044fa9ad6fc3f..a62689692551b6d085a615947e7b96b2183e1ae2 100644
--- a/bob/bio/vein/configurations/verafinger.py
+++ b/bob/bio/vein/configurations/verafinger.py
@@ -19,7 +19,6 @@ from bob.bio.base.pipelines.vanilla_biometrics import DatabaseConnector
 _verafinger_directory = rc["bob.db.verafinger.directory"]
 """Value of ``~/.bobrc`` for this database"""
 
-
 protocol = 'Nom'
 """The default protocol to use for tests
 
@@ -34,14 +33,15 @@ test the vulnerability of a biometric recognition pipeline using the ``Nom``
 protocol for enrollment and probe samples from presentation attacks.
 """
 
+"""Updated with the wrapper for the pipelines package"""
 database = DatabaseConnector(Database(
-    original_directory = _verafinger_directory,
-    original_extension = '.png',
-    protocol = protocol),
+    original_directory=_verafinger_directory,
+    original_extension='.png',
+    protocol=protocol),
 
-    annotation_type = None,
-    fixed_positions = None
-    )
+    annotation_type=None,
+    fixed_positions=None
+)
 
 """The :py:class:`bob.bio.base.database.BioDatabase` derivative with Verafinger
 database settings
@@ -57,5 +57,3 @@ You must make sure to create ``${HOME}/.bob_bio_databases.txt`` setting this
 value to the place where you actually installed the Verafinger Database, as
 explained in the section :ref:`bob.bio.vein.baselines`.
 """
-
-
diff --git a/bob/bio/vein/configurations/wide_line_detector.py b/bob/bio/vein/configurations/wide_line_detector.py
index 63ec6fd94beaf29288487f74ae3bb3dafa960a52..6341f126cbd35d82cf40fc6ae65353eb2dbcf485 100644
--- a/bob/bio/vein/configurations/wide_line_detector.py
+++ b/bob/bio/vein/configurations/wide_line_detector.py
@@ -11,6 +11,9 @@ References:
 3. [TVM14]_
 
 """
+from tempfile import TemporaryDirectory
+from pathlib import Path
+import os
 
 from bob.bio.base.transformers import PreprocessorTransformer
 from bob.bio.base.transformers import ExtractorTransformer
@@ -29,6 +32,23 @@ from bob.bio.vein.preprocessor import (
     Preprocessor,
 )
 
+from bob.bio.vein.extractor import WideLineDetector
+from bob.bio.vein.algorithm import MiuraMatch
+
+"""Baseline updated with the wrapper for the pipelines package"""
+
+"""Sub-directory where temporary files are saved"""
+sub_directory = 'wld'
+user_temp = Path("/idiap/") / "temp" / os.environ["USER"]
+if user_temp.exists():
+    # use /idiap/temp/<USER>/bob_bio_vein_tmp/<SUBDIRECTORY>/
+    legacy_temp_dir = user_temp / "bob_bio_vein_tmp" / sub_directory
+else:
+    # if /idiap/temp/<USER> does not exist, use /tmp/tmpxxxxxxxx
+    legacy_temp_dir = TemporaryDirectory().name
+
+"""Preprocessing using gray-level based finger cropping and no post-processing
+"""
 preprocessor = PreprocessorTransformer(
     Preprocessor(
         crop=NoCrop(),
@@ -38,30 +58,23 @@ preprocessor = PreprocessorTransformer(
     )
 )
 
+"""Features are the output of the maximum curvature algorithm, as described on
+[HDLTL10]_.
 
-"""Preprocessing using gray-level based finger cropping and no post-processing
+Defaults taken from [TV13]_.
 """
+extractor = ExtractorTransformer(WideLineDetector())
 
-from bob.bio.vein.extractor import WideLineDetector
 
-extractor = ExtractorTransformer(WideLineDetector())
-"""Features are the output of the maximum curvature algorithm, as described on
-[HDLTL10]_.
+"""Miura-matching algorithm with specific settings for search displacement
 
 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 bob.bio.vein.algorithm import MiuraMatch
-
 biometric_algorithm = BioAlgorithmLegacy(
-    MiuraMatch(ch=18, cw=28), base_dir="/idiap/temp/vbros/pipeline_test/verafinger"
+    MiuraMatch(ch=18, cw=28), base_dir=legacy_temp_dir
 )
-"""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 05d616f7d68b22c4ac78dc0c760999e7658df0ac..041a39b3ece095441643e4b24d30df14ef270fa4 100644
--- a/setup.py
+++ b/setup.py
@@ -54,7 +54,9 @@ setup(
       ],
 
       'bob.bio.pipeline': [
-        'wld = bob.bio.vein.configurations.wide_line_detector:pipeline'
+        'wld = bob.bio.vein.configurations.wide_line_detector:pipeline',
+        'mc = bob.bio.vein.configurations.maximum_curvature:pipeline',
+        'rlt = bob.bio.vein.configurations.repeated_line_tracking:pipeline',
       ],
 
       'console_scripts': [