diff --git a/bob/ip/binseg/configs/datasets/chasedb1/covd.py b/bob/ip/binseg/configs/datasets/chasedb1/covd.py
index 970caf2fa82b75a9bf4bfd330e9071703b082b80..a2f9213172393e4def6dd7e4b23018b8d68c6e3e 100644
--- a/bob/ip/binseg/configs/datasets/chasedb1/covd.py
+++ b/bob/ip/binseg/configs/datasets/chasedb1/covd.py
@@ -27,13 +27,26 @@ from bob.ip.binseg.configs.datasets.chasedb1.first_annotator import (
 dataset = dict(**_baseline)
 dataset["__train__"] = ConcatDataset(
     [
-        _augment(_mtest["drive"], rotation_before=True),
-        _augment(_mtest["stare"], rotation_before=True),
-        _augment(_mtest["hrf"], rotation_before=False),
-        _augment(_mtest["iostar"], rotation_before=False),
+        _augment(_mtest["drive (train)"], rotation_before=True),
+        _augment(_mtest["drive (test)"], rotation_before=True),
+        _augment(_mtest["stare (train)"], rotation_before=True),
+        _augment(_mtest["stare (test)"], rotation_before=True),
+        _augment(_mtest["hrf (train)"], rotation_before=False),
+        _augment(_mtest["hrf (test)"], rotation_before=False),
+        _augment(_mtest["iostar (train)"], rotation_before=False),
+        _augment(_mtest["iostar (test)"], rotation_before=False),
     ]
 )
 dataset["train"] = ConcatDataset(
-    [_mtest["drive"], _mtest["stare"], _mtest["hrf"], _mtest["iostar"],]
+    [
+        _mtest["drive (train)"],
+        _mtest["drive (test)"],
+        _mtest["stare (train)"],
+        _mtest["stare (test)"],
+        _mtest["hrf (train)"],
+        _mtest["hrf (test)"],
+        _mtest["iostar (train)"],
+        _mtest["iostar (test)"],
+    ]
 )
 dataset["__valid__"] = dataset["train"]
diff --git a/bob/ip/binseg/configs/datasets/chasedb1/mtest.py b/bob/ip/binseg/configs/datasets/chasedb1/mtest.py
index fdee4479ad4c111d5450dd4741a3b94b630942e0..20731847ffcf9b4914085697dec4fa240235e1f1 100644
--- a/bob/ip/binseg/configs/datasets/chasedb1/mtest.py
+++ b/bob/ip/binseg/configs/datasets/chasedb1/mtest.py
@@ -15,10 +15,22 @@ from bob.ip.binseg.configs.datasets.chasedb1.xtest import (
 dataset = {
     "train": _xt["train"],
     "test": _xt["test"],
-    "drive": _xt["drive"].copy([CenterCrop((544, 544)), Resize(960)]),
-    "stare": _xt["stare"].copy(
+    "drive (train)": _xt["drive (train)"].copy(
+        [CenterCrop((544, 544)), Resize(960)]
+    ),
+    "drive (test)": _xt["drive (test)"].copy(
+        [CenterCrop((544, 544)), Resize(960)]
+    ),
+    "stare (train)": _xt["stare (train)"].copy(
         [Pad((0, 32, 0, 32)), Resize(960), CenterCrop(960)]
     ),
-    "hrf": _xt["hrf"].copy([Pad((0, 584, 0, 584)), Resize(960)]),
-    "iostar": _xt["iostar"].copy([Resize(960)]),
+    "stare (test)": _xt["stare (test)"].copy(
+        [Pad((0, 32, 0, 32)), Resize(960), CenterCrop(960)]
+    ),
+    "hrf (train)": _xt["hrf (train)"].copy(
+        [Pad((0, 584, 0, 584)), Resize(960)]
+    ),
+    "hrf (test)": _xt["hrf (test)"].copy([Pad((0, 584, 0, 584)), Resize(960)]),
+    "iostar (train)": _xt["iostar (train)"].copy([Resize(960)]),
+    "iostar (test)": _xt["iostar (test)"].copy([Resize(960)]),
 }
diff --git a/bob/ip/binseg/configs/datasets/chasedb1/xtest.py b/bob/ip/binseg/configs/datasets/chasedb1/xtest.py
index baf44c1b11d34ea868680235cc8f52c893b6f756..586b142c97cedb7684fc9e55fef2ec0b7b150026 100644
--- a/bob/ip/binseg/configs/datasets/chasedb1/xtest.py
+++ b/bob/ip/binseg/configs/datasets/chasedb1/xtest.py
@@ -16,8 +16,12 @@ from bob.ip.binseg.configs.datasets.iostar.vessel import dataset as _iostar
 dataset = {
         "train": _chase["train"],
         "test": _chase["test"],
-        "drive": _drive["test"],
-        "stare": _stare["test"],
-        "hrf": _hrf["test"],
-        "iostar": _iostar["test"],
+        "drive (train)": _drive["train"],
+        "drive (test)": _drive["test"],
+        "stare (train)": _stare["train"],
+        "stare (test)": _stare["test"],
+        "hrf (train)": _hrf["train"],
+        "hrf (test)": _hrf["test"],
+        "iostar (train)": _iostar["train"],
+        "iostar (test)": _iostar["test"],
         }
diff --git a/bob/ip/binseg/configs/datasets/drive/covd.py b/bob/ip/binseg/configs/datasets/drive/covd.py
index 5010b35dbc50c49a53891e5d012f514f49385022..c32be4f31070a5f10020750dd30b2dca71e5b9b2 100644
--- a/bob/ip/binseg/configs/datasets/drive/covd.py
+++ b/bob/ip/binseg/configs/datasets/drive/covd.py
@@ -27,13 +27,26 @@ from bob.ip.binseg.configs.datasets.drive.default import (
 dataset = dict(**_baseline)
 dataset["__train__"] = ConcatDataset(
     [
-        _augment(_mtest["stare"], rotation_before=True),
-        _augment(_mtest["chasedb1"], rotation_before=False),
-        _augment(_mtest["hrf"], rotation_before=False),
-        _augment(_mtest["iostar"], rotation_before=False),
+        _augment(_mtest["stare (train)"], rotation_before=True),
+        _augment(_mtest["stare (test)"], rotation_before=True),
+        _augment(_mtest["chasedb1 (train)"], rotation_before=False),
+        _augment(_mtest["chasedb1 (test)"], rotation_before=False),
+        _augment(_mtest["hrf (train)"], rotation_before=False),
+        _augment(_mtest["hrf (test)"], rotation_before=False),
+        _augment(_mtest["iostar (train)"], rotation_before=False),
+        _augment(_mtest["iostar (test)"], rotation_before=False),
     ]
 )
 dataset["train"] = ConcatDataset(
-    [_mtest["stare"], _mtest["chasedb1"], _mtest["hrf"], _mtest["iostar"],]
+    [
+        _mtest["stare (train)"],
+        _mtest["stare (test)"],
+        _mtest["chasedb1 (train)"],
+        _mtest["chasedb1 (test)"],
+        _mtest["hrf (train)"],
+        _mtest["hrf (test)"],
+        _mtest["iostar (train)"],
+        _mtest["iostar (test)"],
+    ]
 )
 dataset["__valid__"] = dataset["train"]
diff --git a/bob/ip/binseg/configs/datasets/drive/mtest.py b/bob/ip/binseg/configs/datasets/drive/mtest.py
index c6ef0eb5d186cfce8b337ec8c41cea89c5e76245..624cfff800177ab814a83d3190d0725fa6063f3a 100644
--- a/bob/ip/binseg/configs/datasets/drive/mtest.py
+++ b/bob/ip/binseg/configs/datasets/drive/mtest.py
@@ -15,8 +15,20 @@ from bob.ip.binseg.configs.datasets.drive.xtest import (
 dataset = {
     "train": _xt["train"],
     "test": _xt["test"],
-    "stare": _xt["stare"].copy([Resize(471), Pad((0, 37, 0, 36))]),
-    "chasedb1": _xt["chasedb1"].copy([Resize(544), Crop(0, 12, 544, 544)]),
-    "hrf": _xt["hrf"].copy([Resize((363)), Pad((0, 90, 0, 91))]),
-    "iostar": _xt["iostar"].copy([Resize(544)]),
+    "stare (train)": _xt["stare (train)"].copy(
+        [Resize(471), Pad((0, 37, 0, 36))]
+    ),
+    "stare (test)": _xt["stare (test)"].copy(
+        [Resize(471), Pad((0, 37, 0, 36))]
+    ),
+    "chasedb1 (train)": _xt["chasedb1 (train)"].copy(
+        [Resize(544), Crop(0, 12, 544, 544)]
+    ),
+    "chasedb1 (test)": _xt["chasedb1 (test)"].copy(
+        [Resize(544), Crop(0, 12, 544, 544)]
+    ),
+    "hrf (train)": _xt["hrf (train)"].copy([Resize((363)), Pad((0, 90, 0, 91))]),
+    "hrf (test)": _xt["hrf (test)"].copy([Resize((363)), Pad((0, 90, 0, 91))]),
+    "iostar (train)": _xt["iostar (train)"].copy([Resize(544)]),
+    "iostar (test)": _xt["iostar (test)"].copy([Resize(544)]),
 }
diff --git a/bob/ip/binseg/configs/datasets/drive/xtest.py b/bob/ip/binseg/configs/datasets/drive/xtest.py
index b04e52328fe536493f3ae5b0772779cb3827413d..ced90727aa2e585ee0571b691d2681ee8188521b 100644
--- a/bob/ip/binseg/configs/datasets/drive/xtest.py
+++ b/bob/ip/binseg/configs/datasets/drive/xtest.py
@@ -18,8 +18,12 @@ from bob.ip.binseg.configs.datasets.iostar.vessel import dataset as _iostar
 dataset = {
     "train": _drive["train"],
     "test": _drive["test"],
-    "stare": _stare["test"],
-    "chasedb1": _chase["test"],
-    "hrf": _hrf["test"],
-    "iostar": _iostar["test"],
+    "stare (train)": _stare["train"],
+    "stare (test)": _stare["test"],
+    "chasedb1 (train)": _chase["train"],
+    "chasedb1 (test)": _chase["test"],
+    "hrf (train)": _hrf["train"],
+    "hrf (test)": _hrf["test"],
+    "iostar (train)": _iostar["train"],
+    "iostar (test)": _iostar["test"],
 }
diff --git a/bob/ip/binseg/configs/datasets/hrf/covd.py b/bob/ip/binseg/configs/datasets/hrf/covd.py
index 4eeb70936755f2d57860e6ef89910fb0cb09eaa2..df7be2582186344861c78c7980b0e4b57c1cf573 100644
--- a/bob/ip/binseg/configs/datasets/hrf/covd.py
+++ b/bob/ip/binseg/configs/datasets/hrf/covd.py
@@ -24,13 +24,26 @@ from bob.ip.binseg.configs.datasets.hrf.default import dataset as _baseline
 dataset = dict(**_baseline)
 dataset["__train__"] = ConcatDataset(
     [
-        _augment(_mtest["drive"], rotation_before=True),
-        _augment(_mtest["stare"], rotation_before=True),
-        _augment(_mtest["chasedb1"], rotation_before=True),
-        _augment(_mtest["iostar"], rotation_before=True),
+        _augment(_mtest["drive (train)"], rotation_before=True),
+        _augment(_mtest["drive (test)"], rotation_before=True),
+        _augment(_mtest["stare (train)"], rotation_before=True),
+        _augment(_mtest["stare (test)"], rotation_before=True),
+        _augment(_mtest["chasedb1 (train)"], rotation_before=True),
+        _augment(_mtest["chasedb1 (test)"], rotation_before=True),
+        _augment(_mtest["iostar (train)"], rotation_before=True),
+        _augment(_mtest["iostar (test)"], rotation_before=True),
     ]
 )
 dataset["train"] = ConcatDataset(
-    [_mtest["drive"], _mtest["stare"], _mtest["chasedb1"], _mtest["iostar"],]
+    [
+        _mtest["drive (train)"],
+        _mtest["drive (test)"],
+        _mtest["stare (train)"],
+        _mtest["stare (test)"],
+        _mtest["chasedb1 (train)"],
+        _mtest["chasedb1 (test)"],
+        _mtest["iostar (train)"],
+        _mtest["iostar (test)"],
+    ]
 )
 dataset["__valid__"] = dataset["train"]
diff --git a/bob/ip/binseg/configs/datasets/hrf/mtest.py b/bob/ip/binseg/configs/datasets/hrf/mtest.py
index b5f8f646f4000ddcd89405e379899f45ec5c56b8..b73e64b00423a21bdf0ff8cb4fce2a383023c2c7 100644
--- a/bob/ip/binseg/configs/datasets/hrf/mtest.py
+++ b/bob/ip/binseg/configs/datasets/hrf/mtest.py
@@ -12,14 +12,28 @@ from bob.ip.binseg.configs.datasets.hrf.xtest import dataset as _xt
 dataset = {
     "train": _xt["train"],
     "test": _xt["test"],
-    "drive": _xt["drive"].copy(
+    "drive (train)": _xt["drive (train)"].copy(
         [Crop(75, 10, 416, 544), Pad((21, 0, 22, 0)), Resize(1168)]
     ),
-    "stare": _xt["stare"].copy(
+    "drive (test)": _xt["drive (test)"].copy(
+        [Crop(75, 10, 416, 544), Pad((21, 0, 22, 0)), Resize(1168)]
+    ),
+    "stare (train)": _xt["stare (train)"].copy(
+        [Crop(50, 0, 500, 705), Resize(1168), Pad((1, 0, 1, 0))]
+    ),
+    "stare (test)": _xt["stare (test)"].copy(
         [Crop(50, 0, 500, 705), Resize(1168), Pad((1, 0, 1, 0))]
     ),
-    "chasedb1": _xt["chasedb1"].copy([Crop(140, 18, 680, 960), Resize(1168)]),
-    "iostar": _xt["iostar"].copy(
+    "chasedb1 (train)": _xt["chasedb1 (train)"].copy(
+        [Crop(140, 18, 680, 960), Resize(1168)]
+    ),
+    "chasedb1 (test)": _xt["chasedb1 (test)"].copy(
+        [Crop(140, 18, 680, 960), Resize(1168)]
+    ),
+    "iostar (train)": _xt["iostar (train)"].copy(
+        [Crop(144, 0, 768, 1024), Pad((30, 0, 30, 0)), Resize(1168)]
+    ),
+    "iostar (test)": _xt["iostar (test)"].copy(
         [Crop(144, 0, 768, 1024), Pad((30, 0, 30, 0)), Resize(1168)]
     ),
 }
diff --git a/bob/ip/binseg/configs/datasets/hrf/xtest.py b/bob/ip/binseg/configs/datasets/hrf/xtest.py
index 6f96074fb9709f38d4ce89296e242e065520676f..277537a2bca89723ab97edb2c4663a179ce508fa 100644
--- a/bob/ip/binseg/configs/datasets/hrf/xtest.py
+++ b/bob/ip/binseg/configs/datasets/hrf/xtest.py
@@ -15,8 +15,12 @@ from bob.ip.binseg.configs.datasets.iostar.vessel import dataset as _iostar
 dataset = {
         "train": _hrf["train"],
         "test": _hrf["test"],
-        "drive": _drive["test"],
-        "stare": _stare["test"],
-        "chasedb1": _chase["test"],
-        "iostar": _iostar["test"],
+        "drive (train)": _drive["train"],
+        "drive (test)": _drive["test"],
+        "stare (train)": _stare["train"],
+        "stare (test)": _stare["test"],
+        "chasedb1 (train)": _chase["train"],
+        "chasedb1 (test)": _chase["test"],
+        "iostar (train)": _iostar["train"],
+        "iostar (test)": _iostar["test"],
         }
diff --git a/bob/ip/binseg/configs/datasets/iostar/covd.py b/bob/ip/binseg/configs/datasets/iostar/covd.py
index 9b253e3a9be7a24101b8328540a96021e6c3cc05..cc1802a869e8286fdf5538ac9d8946648ce47f2f 100644
--- a/bob/ip/binseg/configs/datasets/iostar/covd.py
+++ b/bob/ip/binseg/configs/datasets/iostar/covd.py
@@ -24,13 +24,26 @@ from bob.ip.binseg.configs.datasets.iostar.vessel import dataset as _baseline
 dataset = dict(**_baseline)
 dataset["__train__"] = ConcatDataset(
     [
-        _augment(_mtest["drive"], rotation_before=True),
-        _augment(_mtest["stare"], rotation_before=True),
-        _augment(_mtest["chasedb1"], rotation_before=True),
-        _augment(_mtest["hrf"], rotation_before=False),
+        _augment(_mtest["drive (train)"], rotation_before=True),
+        _augment(_mtest["drive (test)"], rotation_before=True),
+        _augment(_mtest["stare (train)"], rotation_before=True),
+        _augment(_mtest["stare (test)"], rotation_before=True),
+        _augment(_mtest["chasedb1 (train)"], rotation_before=True),
+        _augment(_mtest["chasedb1 (test)"], rotation_before=True),
+        _augment(_mtest["hrf (train)"], rotation_before=False),
+        _augment(_mtest["hrf (test)"], rotation_before=False),
     ]
 )
 dataset["train"] = ConcatDataset(
-    [_mtest["drive"], _mtest["stare"], _mtest["chasedb1"], _mtest["hrf"],]
+    [
+        _mtest["drive (train)"],
+        _mtest["drive (test)"],
+        _mtest["stare (train)"],
+        _mtest["stare (test)"],
+        _mtest["chasedb1 (train)"],
+        _mtest["chasedb1 (test)"],
+        _mtest["hrf (train)"],
+        _mtest["hrf (test)"],
+    ]
 )
 dataset["__valid__"] = dataset["train"]
diff --git a/bob/ip/binseg/configs/datasets/iostar/vessel_mtest.py b/bob/ip/binseg/configs/datasets/iostar/vessel_mtest.py
index c89cf204442060247639277b82a8e77affd05295..85c07e2ec56b4c5ecd0057f71efff314e1da2dda 100644
--- a/bob/ip/binseg/configs/datasets/iostar/vessel_mtest.py
+++ b/bob/ip/binseg/configs/datasets/iostar/vessel_mtest.py
@@ -12,10 +12,26 @@ from bob.ip.binseg.configs.datasets.iostar.vessel_xtest import dataset as _xt
 dataset = {
     "train": _xt["train"],
     "test": _xt["test"],
-    "drive": _xt["drive"].copy([CenterCrop((540, 540)), Resize(1024)]),
-    "stare": _xt["stare"].copy(
+    "drive (train)": _xt["drive (train)"].copy(
+        [CenterCrop((540, 540)), Resize(1024)]
+    ),
+    "drive (test)": _xt["drive (test)"].copy(
+        [CenterCrop((540, 540)), Resize(1024)]
+    ),
+    "stare (train)": _xt["stare (train)"].copy(
+        [Pad((0, 32, 0, 32)), Resize(1024), CenterCrop(1024)]
+    ),
+    "stare (test)": _xt["stare (test)"].copy(
         [Pad((0, 32, 0, 32)), Resize(1024), CenterCrop(1024)]
     ),
-    "chasedb1": _xt["chasedb1"].copy([Crop(0, 18, 960, 960), Resize(1024)]),
-    "hrf": _xt["hrf"].copy([Pad((0, 584, 0, 584)), Resize(1024)]),
+    "chasedb1 (train)": _xt["chasedb1 (train)"].copy(
+        [Crop(0, 18, 960, 960), Resize(1024)]
+    ),
+    "chasedb1 (test)": _xt["chasedb1 (test)"].copy(
+        [Crop(0, 18, 960, 960), Resize(1024)]
+    ),
+    "hrf (train)": _xt["hrf (train)"].copy(
+        [Pad((0, 584, 0, 584)), Resize(1024)]
+    ),
+    "hrf (test)": _xt["hrf (test)"].copy([Pad((0, 584, 0, 584)), Resize(1024)]),
 }
diff --git a/bob/ip/binseg/configs/datasets/iostar/vessel_xtest.py b/bob/ip/binseg/configs/datasets/iostar/vessel_xtest.py
index 0d6272751ee4dc916c6e46f0b55209e1263f4190..14541c799d45c19158ed202cd088f7d1121eec09 100644
--- a/bob/ip/binseg/configs/datasets/iostar/vessel_xtest.py
+++ b/bob/ip/binseg/configs/datasets/iostar/vessel_xtest.py
@@ -15,8 +15,12 @@ from bob.ip.binseg.configs.datasets.iostar.vessel import dataset as _iostar
 dataset = {
         "train": _iostar["train"],
         "test": _iostar["test"],
-        "drive": _drive["test"],
-        "stare": _stare["test"],
-        "chasedb1": _chase["test"],
-        "hrf": _hrf["test"],
+        "drive (train)": _drive["train"],
+        "drive (test)": _drive["test"],
+        "stare (train)": _stare["train"],
+        "stare (test)": _stare["test"],
+        "chasedb1 (train)": _chase["train"],
+        "chasedb1 (test)": _chase["test"],
+        "hrf (train)": _hrf["train"],
+        "hrf (test)": _hrf["test"],
         }
diff --git a/bob/ip/binseg/configs/datasets/stare/covd.py b/bob/ip/binseg/configs/datasets/stare/covd.py
index ad1c2aa12da6ccc9e9c6a5e26f54818c77f6ccbf..57000eae6fd33bd83c2c2c61297a43fe39db6030 100644
--- a/bob/ip/binseg/configs/datasets/stare/covd.py
+++ b/bob/ip/binseg/configs/datasets/stare/covd.py
@@ -27,13 +27,26 @@ from bob.ip.binseg.configs.datasets.stare.ah import (
 dataset = dict(**_baseline)
 dataset["__train__"] = ConcatDataset(
     [
-        _augment(_mtest["drive"], rotation_before=True),
-        _augment(_mtest["chasedb1"], rotation_before=True),
-        _augment(_mtest["hrf"], rotation_before=False),
-        _augment(_mtest["iostar"], rotation_before=False),
+        _augment(_mtest["drive (train)"], rotation_before=True),
+        _augment(_mtest["drive (test)"], rotation_before=True),
+        _augment(_mtest["chasedb1 (train)"], rotation_before=True),
+        _augment(_mtest["chasedb1 (test)"], rotation_before=True),
+        _augment(_mtest["hrf (train)"], rotation_before=False),
+        _augment(_mtest["hrf (test)"], rotation_before=False),
+        _augment(_mtest["iostar (train)"], rotation_before=False),
+        _augment(_mtest["iostar (test)"], rotation_before=False),
     ]
 )
 dataset["train"] = ConcatDataset(
-    [_mtest["drive"], _mtest["chasedb1"], _mtest["hrf"], _mtest["iostar"],]
+    [
+        _mtest["drive (train)"],
+        _mtest["drive (test)"],
+        _mtest["chasedb1 (train)"],
+        _mtest["chasedb1 (test)"],
+        _mtest["hrf (train)"],
+        _mtest["hrf (test)"],
+        _mtest["iostar (train)"],
+        _mtest["iostar (test)"],
+    ]
 )
 dataset["__valid__"] = dataset["train"]
diff --git a/bob/ip/binseg/configs/datasets/stare/mtest.py b/bob/ip/binseg/configs/datasets/stare/mtest.py
index 4a914487061d18bf379d14a79787c38403948c71..c8910f510697532904f40654708fcd1db7dbfb7c 100644
--- a/bob/ip/binseg/configs/datasets/stare/mtest.py
+++ b/bob/ip/binseg/configs/datasets/stare/mtest.py
@@ -15,10 +15,26 @@ from bob.ip.binseg.configs.datasets.stare.xtest import (
 dataset = {
     "train": _xt["train"],
     "test": _xt["test"],
-    "drive": _xt["drive"].copy(
+    "drive (train)": _xt["drive (train)"].copy(
         [CenterCrop((470, 544)), Pad((10, 9, 10, 8)), Resize(608)]
     ),
-    "chasedb1": _xt["chasedb1"].copy([CenterCrop((829, 960)), Resize(608)]),
-    "hrf": _xt["hrf"].copy([Pad((0, 345, 0, 345)), Resize(608)]),
-    "iostar": _xt["iostar"].copy([Pad((81, 0, 81, 0)), Resize(608)]),
+    "drive (test)": _xt["drive (test)"].copy(
+        [CenterCrop((470, 544)), Pad((10, 9, 10, 8)), Resize(608)]
+    ),
+    "chasedb1 (train)": _xt["chasedb1 (train)"].copy(
+        [CenterCrop((829, 960)), Resize(608)]
+    ),
+    "chasedb1 (test)": _xt["chasedb1 (test)"].copy(
+        [CenterCrop((829, 960)), Resize(608)]
+    ),
+    "hrf (train)": _xt["hrf (train)"].copy(
+        [Pad((0, 345, 0, 345)), Resize(608)]
+    ),
+    "hrf (test)": _xt["hrf (test)"].copy([Pad((0, 345, 0, 345)), Resize(608)]),
+    "iostar (train)": _xt["iostar (train)"].copy(
+        [Pad((81, 0, 81, 0)), Resize(608)]
+    ),
+    "iostar (test)": _xt["iostar (test)"].copy(
+        [Pad((81, 0, 81, 0)), Resize(608)]
+    ),
 }
diff --git a/bob/ip/binseg/configs/datasets/stare/xtest.py b/bob/ip/binseg/configs/datasets/stare/xtest.py
index a36495e26d739fe64a48b1e17dc80fed75be7a42..6aef1f6cc1e9f0db4064be33291f06cf3739e5ea 100644
--- a/bob/ip/binseg/configs/datasets/stare/xtest.py
+++ b/bob/ip/binseg/configs/datasets/stare/xtest.py
@@ -18,8 +18,12 @@ from bob.ip.binseg.configs.datasets.iostar.vessel import dataset as _iostar
 dataset = {
     "train": _stare["train"],
     "test": _stare["test"],
-    "drive": _drive["test"],
-    "chasedb1": _chase["test"],
-    "hrf": _hrf["test"],
-    "iostar": _iostar["test"],
+    "drive (train)": _drive["train"],
+    "drive (test)": _drive["test"],
+    "chasedb1 (train)": _chase["train"],
+    "chasedb1 (test)": _chase["test"],
+    "hrf (train)": _hrf["train"],
+    "hrf (test)": _hrf["test"],
+    "iostar (train)": _iostar["train"],
+    "iostar (test)": _iostar["test"],
 }