diff --git a/bob/ip/binseg/configs/datasets/drive1024test.py b/bob/ip/binseg/configs/datasets/drive1024test.py
deleted file mode 100644
index 54d1cf5cb9f71b000dbdbb737d6f6565fbf71a43..0000000000000000000000000000000000000000
--- a/bob/ip/binseg/configs/datasets/drive1024test.py
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/usr/bin/env python
-# coding=utf-8
-
-"""DRIVE (training set) for Vessel Segmentation
-
-The DRIVE database has been established to enable comparative studies on
-segmentation of blood vessels in retinal images.
-
-* Reference: [DRIVE-2004]_
-* Original resolution (height x width): 584 x 565
-* This configuration resolution: 1024 x 1024 (center-crop)
-* Test samples: 20
-* Split reference: [DRIVE-2004]_
-"""
-
-from bob.ip.binseg.data.transforms import *
-_transforms = Compose([CenterCrop((540, 540)), Resize(1024), ToTensor()])
-
-from bob.ip.binseg.data.utils import DelayedSample2TorchDataset
-from bob.ip.binseg.data.drive import dataset as drive
-dataset = DelayedSample2TorchDataset(drive.subsets("default")["test"],
-        transform=_transforms)
diff --git a/bob/ip/binseg/configs/datasets/iostarvessel544test.py b/bob/ip/binseg/configs/datasets/iostarvessel544test.py
deleted file mode 100644
index 321579bfaa23da7efcd4e722bc92859b1c93ae99..0000000000000000000000000000000000000000
--- a/bob/ip/binseg/configs/datasets/iostarvessel544test.py
+++ /dev/null
@@ -1,16 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-from bob.db.iostar import Database as IOSTAR
-from bob.ip.binseg.data.transforms import *
-from bob.ip.binseg.data.binsegdataset import BinSegDataset
-
-#### Config ####
-
-transforms = Compose([Resize(544), ToTensor()])
-
-# bob.db.dataset init
-bobdb = IOSTAR(protocol="default_vessel")
-
-# PyTorch dataset
-dataset = BinSegDataset(bobdb, split="test", transform=transforms)
diff --git a/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544.py b/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544.py
index 91720a235c101bf854ab01bb61062222f0c1506b..701d6b08586959d39d97c8790950b1befb6adb74 100644
--- a/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544.py
+++ b/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544.py
@@ -1,7 +1,7 @@
 #!/usr/bin/env python
 # coding=utf-8
 
-"""COVD-STARE (training set) for Vessel Segmentation
+"""COVD-DRIVE (training set) for Vessel Segmentation
 """
 
 from bob.ip.binseg.configs.datasets.stare544 import dataset as _stare
diff --git a/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544ssldrive.py b/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544ssldrive.py
index 2605dc8183660171ae4d14555f0e129f3a9e8658..c4ce12ca8f488bf37903b4dccd15ba7e51dd4333 100644
--- a/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544ssldrive.py
+++ b/bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544ssldrive.py
@@ -9,7 +9,7 @@ The dataset available in this file is composed of STARE, CHASE-DB1, IOSTAR
 vessel and HRF (with annotated samples) and DRIVE without labels.
 """
 
-from bob.ip.binseg.configs.datasets.starechasedb1iostarhrf544 import dataset as _unlabelled
+from bob.ip.binseg.configs.datasets.starechasedb1iostarhrf544 import dataset as _labelled
 from bob.ip.binseg.configs.datasets.drive import dataset as _unlabelled
 from bob.ip.binseg.data.utils import SSLDataset
 dataset = SSLDataset(_labelled, _unlabelled)