diff --git a/bob/bio/face/config/baseline/mxnet_tinyface.py b/bob/bio/face/config/baseline/mxnet_tinyface.py
deleted file mode 100644
index 078410d1ec25f3b3bba274ff0bda4b87ee6f0237..0000000000000000000000000000000000000000
--- a/bob/bio/face/config/baseline/mxnet_tinyface.py
+++ /dev/null
@@ -1,37 +0,0 @@
-import bob.bio.base
-from bob.bio.face.preprocessor import FaceCrop
-from bob.bio.face.annotator import BobIpTinyface
-from bob.bio.face.extractor import MxNetModel
-
-from bob.bio.base.algorithm import Distance
-from bob.bio.base.pipelines.vanilla_biometrics.legacy import BioAlgorithmLegacy
-import scipy.spatial
-from bob.bio.base.pipelines.vanilla_biometrics import Distance
-from sklearn.pipeline import make_pipeline
-from bob.pipelines import wrap
-from bob.bio.base.pipelines.vanilla_biometrics import VanillaBiometricsPipeline
-
-
-annotator_transformer = BobIpTinyface()
-
-preprocessor_transformer = FaceCrop(
-    cropped_image_size=(112, 112),
-    cropped_positions={"leye": (49, 72), "reye": (49, 38)},
-    color_channel="rgb",
-    annotator=annotator_transformer,
-)
-
-extractor_transformer = MxNetModel()
-
-
-algorithm = Distance(
-    distance_function=scipy.spatial.distance.cosine, is_distance_function=True
-)
-
-transformer = make_pipeline(
-    wrap(["sample"], preprocessor_transformer), wrap(["sample"], extractor_transformer)
-)
-
-pipeline = VanillaBiometricsPipeline(transformer, algorithm)
-transformer = pipeline.transformer
-
diff --git a/setup.py b/setup.py
index ccb947ee4e12e338b5f012b6b8e1f9130ed2d6f0..8a0dab381c94b2de6942e3e23844e899062d8004 100644
--- a/setup.py
+++ b/setup.py
@@ -137,7 +137,6 @@ setup(
             "resnet50-msceleb-arcface-20210521 = bob.bio.face.config.baseline.resnet50_msceleb_arcface_20210521:pipeline",
             "resnet50-vgg2-arcface-2021 = bob.bio.face.config.baseline.resnet50_vgg2_arcface_2021:pipeline",
             "mobilenetv2-msceleb-arcface-2021 = bob.bio.face.config.baseline.mobilenetv2_msceleb_arcface_2021:pipeline",
-            "mxnet-tinyface = bob.bio.face.config.baseline.mxnet_tinyface:pipeline",
             "afffe = bob.bio.face.config.baseline.afffe:pipeline",
             "vgg16-oxford = bob.bio.face.config.baseline.vgg16_oxford:pipeline",
             "iresnet34 = bob.bio.face.config.baseline.iresnet34:pipeline",
@@ -154,8 +153,6 @@ setup(
             "arcface-insightface = bob.bio.face.config.baseline.arcface_insightface",
             "lgbphs = bob.bio.face.config.baseline.lgbphs",
             "lda = bob.bio.face.config.baseline.lda",
-            "mxnet-pipe = bob.bio.face.config.baseline.mxnet_pipe",
-            "mxnet-tinyface = bob.bio.face.config.baseline.mxnet_tinyface",
             "afffe = bob.bio.face.config.baseline.afffe",
             "vgg16-oxford = bob.bio.face.config.baseline.vgg16_oxford",
             "arface            = bob.bio.face.config.database.arface",