diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_chasedb1_first_annotator.json b/tests/segmentation/data/histograms/models/histograms_lwnet_chasedb1_first_annotator.json
index ce6103c027fdbee90f8858b79c121ae6f42bb35e..2f1516809046ba636e7b732a0ee3a903afba3e67 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_chasedb1_first_annotator.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_chasedb1_first_annotator.json
@@ -1,16 +1,16 @@
 {
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_cxr8_default.json b/tests/segmentation/data/histograms/models/histograms_lwnet_cxr8_default.json
index 0a938bfbe2e12130ee5cd9a046227460910b2147..25e59eafb419ea16c576eea0f7f53bf39523c516 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_cxr8_default.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_cxr8_default.json
@@ -1,23 +1,23 @@
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_drhagis_default.json b/tests/segmentation/data/histograms/models/histograms_lwnet_drhagis_default.json
index fad0c517d27dd7c39f8c3ca96d535ad7edc87d64..532c3b8c8de4d551c5bedc897bf4092d615687f0 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_drhagis_default.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_drhagis_default.json
@@ -1,16 +1,16 @@
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_drionsdb_expert1.json b/tests/segmentation/data/histograms/models/histograms_lwnet_drionsdb_expert1.json
index 527fd7311e1b4a48cd069202d651113effb32764..32ae1f6be9f76257c40d7936f25539d9ea58f75d 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_drionsdb_expert1.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_drionsdb_expert1.json
@@ -1,16 +1,16 @@
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   ]
 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_drishtigs1_optic_cup_all.json b/tests/segmentation/data/histograms/models/histograms_lwnet_drishtigs1_optic_cup_all.json
index 4582f7cab131b1c0472d97d2027d6a1fdcb7cdab..24b20ca759aa55aead906f0274c0a6418abbcf11 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_drishtigs1_optic_cup_all.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_drishtigs1_optic_cup_all.json
@@ -1,16 +1,16 @@
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_drive_default.json b/tests/segmentation/data/histograms/models/histograms_lwnet_drive_default.json
index da4cc4934b8bbe0c33c414afb5da58c7ade268d8..2f531cf22a2d4a054616aea69e493f4c4ae5d347 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_drive_default.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_drive_default.json
@@ -1,16 +1,16 @@
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_hrf_default.json b/tests/segmentation/data/histograms/models/histograms_lwnet_hrf_default.json
index 666d0b7f23b5d80c96fe1e0cbbf965ce0d0de5fe..910fd8d9c366f905db1682236e0d86d3603ade1c 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_hrf_default.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_hrf_default.json
@@ -1,16 +1,16 @@
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_iostar_vessel.json b/tests/segmentation/data/histograms/models/histograms_lwnet_iostar_vessel.json
index e3a0300ac497d8e7bce0767438591c39152adca5..406cb7e6819a77126f9fd019644dd6a5c8d4a3b3 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_iostar_vessel.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_iostar_vessel.json
@@ -1,16 +1,16 @@
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_jsrt_default.json b/tests/segmentation/data/histograms/models/histograms_lwnet_jsrt_default.json
index 4c533cc32d8595025e7175bc6a30c9a3dbcb66c4..66f80b8d4fb655af15a19a3a873096c98b463fe2 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_jsrt_default.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_jsrt_default.json
@@ -1,23 +1,23 @@
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   "test": [
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_montgomery_default.json b/tests/segmentation/data/histograms/models/histograms_lwnet_montgomery_default.json
index 8aa64448bda7a69f3c3c6bf2f74763165c29d958..969c77fb5b4a0f92d179dc6700392347b70cd33e 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_montgomery_default.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_montgomery_default.json
@@ -1,23 +1,23 @@
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   "test": [
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   ]
 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_refuge_cup.json b/tests/segmentation/data/histograms/models/histograms_lwnet_refuge_cup.json
index b42ec4e7bd8ac354085c217519770ac92af642c1..89e3507e049d9f0c5e4f0a079322b35bf903659e 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_refuge_cup.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_refuge_cup.json
@@ -1,23 +1,23 @@
 {
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   "test": [
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   ]
 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_rimoner3_cup_exp1.json b/tests/segmentation/data/histograms/models/histograms_lwnet_rimoner3_cup_exp1.json
index f784dd00a2049a06b17b7dd03d4e626dbcfe893a..922781c858dc4721d60d27c712cc1c9c13850b02 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_rimoner3_cup_exp1.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_rimoner3_cup_exp1.json
@@ -1,16 +1,16 @@
 {
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 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_shenzhen_default.json b/tests/segmentation/data/histograms/models/histograms_lwnet_shenzhen_default.json
index cf68b13c788721c00825a0d45b14b0d6bb861c31..dff4035cc2bd659dec72394b393a756f52ccd8b2 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_shenzhen_default.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_shenzhen_default.json
@@ -1,23 +1,23 @@
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   ]
 }
diff --git a/tests/segmentation/data/histograms/models/histograms_lwnet_stare_ah.json b/tests/segmentation/data/histograms/models/histograms_lwnet_stare_ah.json
index 555431f0d1da57d48962d13cc48c6a9b8a84020b..973b470e68b9e65ef650224a1c4749f60fae03da 100644
--- a/tests/segmentation/data/histograms/models/histograms_lwnet_stare_ah.json
+++ b/tests/segmentation/data/histograms/models/histograms_lwnet_stare_ah.json
@@ -1,16 +1,16 @@
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+    ["stare-images/im0163.ppm", [37888, 1, 2, 8, 13, 89, 238, 460, 1656, 2740, 3363, 3388, 3326, 2755, 2135, 1645, 1276, 995, 748, 608, 503, 391, 334, 350, 326, 329, 261, 211, 207, 213, 271, 213, 202, 192, 161, 158, 136, 101, 69, 67, 62, 43, 44, 56, 37, 47, 39, 33, 24, 22, 31, 18, 34, 21, 18, 21, 33, 35, 26, 18, 29, 26, 16, 15, 16, 27, 25, 12, 19, 23, 12, 12, 24, 19, 17, 22, 18, 22, 17, 16, 24, 14, 27, 14, 17, 19, 17, 21, 12, 12, 12, 7, 20, 12, 20, 14, 15, 13, 9, 6, 9, 7, 7, 8, 10, 13, 5, 11, 9, 8, 8, 10, 8, 6, 9, 14, 10, 9, 14, 10, 10, 12, 12, 8, 10, 10, 11, 13, 6, 12, 14, 11, 7, 10, 12, 14, 10, 8, 12, 5, 11, 6, 15, 10, 19, 14, 12, 11, 7, 15, 7, 9, 7, 8, 7, 16, 11, 17, 12, 8, 10, 6, 15, 15, 10, 8, 9, 7, 13, 13, 14, 9, 13, 22, 12, 19, 17, 16, 16, 16, 16, 16, 18, 16, 19, 25, 15, 19, 25, 13, 18, 11, 12, 19, 9, 10, 18, 21, 23, 28, 18, 26, 36, 41, 50, 66, 76, 85, 95, 148, 207, 270, 411, 507, 771, 1003, 1330, 1720, 2137, 2503, 2808, 3279, 3828, 4328, 4732, 5136, 5658, 5724, 5924, 6107, 6773, 6738, 6835, 6888, 6890, 6992, 6790, 6504, 6102, 5402, 4907, 4489, 4230, 3936, 3618, 3521, 3477, 3320, 3333, 3464, 3597, 3606, 3416, 3030, 3430, 11224, 37893, 25, 67, 159, 321, 511, 795, 1100, 1384, 1695, 2115, 2286, 2267, 2137, 2040, 1793, 1540, 1334, 1103, 985, 960, 813, 783, 717, 699, 619, 522, 410, 411, 324, 258, 164, 157, 102, 113, 95, 106, 105, 104, 82, 85, 74, 55, 68, 42, 34, 41, 40, 33, 53, 49, 78, 73, 71, 61, 83, 73, 98, 101, 93, 118, 134, 159, 176, 183, 203, 219, 285, 275, 293, 318, 336, 343, 374, 406, 407, 453, 528, 608, 708, 903, 1124, 1272, 1462, 1462, 1478, 1665, 1701, 1890, 2063, 2206, 2405, 2663, 3029, 3128, 3569, 3744, 3826, 3663, 3898, 3728, 3709, 3657, 3668, 3646, 3580, 3721, 3686, 3676, 3594, 3426, 3410, 3255, 3228, 3327, 3267, 3392, 3140, 3044, 2821, 2742, 2386, 2184, 2029, 1887, 1769, 1692, 1586, 1523, 1455, 1400, 1389, 1371, 1294, 1325, 1246, 1256, 1224, 1303, 1180, 1173, 1114, 1148, 1121, 1140, 1057, 1021, 1028, 1022, 923, 952, 955, 953, 914, 828, 842, 789, 792, 730, 691, 651, 679, 654, 586, 603, 591, 561, 585, 552, 574, 574, 499, 506, 483, 428, 391, 366, 380, 361, 328, 281, 231, 225, 180, 201, 198, 183, 188, 201, 150, 123, 146, 127, 109, 118, 122, 133, 114, 102, 121, 110, 105, 94, 104, 90, 81, 87, 65, 80, 69, 70, 52, 52, 53, 49, 59, 66, 46, 77, 62, 66, 51, 77, 75, 77, 104, 110, 117, 96, 126, 134, 154, 147, 155, 155, 146, 143, 131, 133, 118, 80, 68, 60, 42, 9, 5, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 124722, 9277, 7686, 6530, 5501, 4783, 4333, 4277, 3925, 4173, 4682, 5489, 6968, 7720, 7241, 6239, 5435, 4490, 3632, 3133, 2735, 2590, 2439, 2174, 2085, 1814, 1619, 1550, 1472, 1283, 1160, 1052, 919, 847, 719, 664, 607, 485, 442, 374, 355, 317, 280, 250, 203, 190, 172, 168, 124, 116, 83, 95, 110, 71, 58, 51, 66, 62, 58, 43, 64, 57, 56, 71, 49, 49, 64, 49, 60, 56, 52, 73, 43, 50, 68, 59, 54, 65, 75, 67, 69, 64, 74, 69, 52, 60, 63, 51, 40, 49, 38, 42, 30, 16, 14, 17, 16, 19, 12, 10, 5, 3, 1, 4, 2, 0, 1, 2, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]],
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   ]
 }
diff --git a/tests/segmentation/test_cli.py b/tests/segmentation/test_cli.py
index 7a824c04f00049b6f2f4c4af176db947a94910fc..efddeff27f033f2493be8fb7eb002e205bf76db0 100644
--- a/tests/segmentation/test_cli.py
+++ b/tests/segmentation/test_cli.py
@@ -355,13 +355,10 @@ def test_evaluate_lwnet_drive(temporary_basedir):
         )
         _assert_exit_0(result)
 
+        assert (evaluation_path / "evaluation.json").exists()
         assert (evaluation_path / "evaluation.meta.json").exists()
-        assert (evaluation_path / "comparison.pdf").exists()
-        assert (evaluation_path / "comparison.rst").exists()
-        assert (evaluation_path / "train.csv").exists()
-        assert (evaluation_path / "train").exists()
-        assert (evaluation_path / "test.csv").exists()
-        assert (evaluation_path / "test").exists()
+        assert (evaluation_path / "evaluation.pdf").exists()
+        assert (evaluation_path / "evaluation.rst").exists()
 
         keywords = {
             r"^Analyzing split `train`...$": 1,
@@ -429,10 +426,7 @@ def test_experiment(temporary_basedir):
         )
         == 1
     )
+    assert (output_folder / "evaluation" / "evaluation.json").exists()
     assert (output_folder / "evaluation" / "evaluation.meta.json").exists()
-    assert (output_folder / "evaluation" / "comparison.pdf").exists()
-    assert (output_folder / "evaluation" / "comparison.rst").exists()
-    assert (output_folder / "evaluation" / "train.csv").exists()
-    assert (output_folder / "evaluation" / "train").exists()
-    assert (output_folder / "evaluation" / "test.csv").exists()
-    assert (output_folder / "evaluation" / "test").exists()
+    assert (output_folder / "evaluation" / "evaluation.pdf").exists()
+    assert (output_folder / "evaluation" / "evaluation.rst").exists()
diff --git a/tests/segmentation/test_cxr8.py b/tests/segmentation/test_cxr8.py
index c097557a00ca56a1a7a52b88689c37f05fffcb94..837450fcdda5e3f3693433841107c0dd92e7a5d0 100644
--- a/tests/segmentation/test_cxr8.py
+++ b/tests/segmentation/test_cxr8.py
@@ -81,6 +81,8 @@ def test_loading(database_checkers, name: str, dataset: str):
             batch,
             batch_size=1,
             color_planes=3,
+            prefixes=[],
+            possible_labels=[],
             expected_num_labels=1,
             expected_meta_size=3,
         )
diff --git a/tests/segmentation/test_montgomery.py b/tests/segmentation/test_montgomery.py
index df72590cb50c64a025dd390ff3d6d87f95257d4f..74043eb866ac19952de7e03d7f95dd8727058710 100644
--- a/tests/segmentation/test_montgomery.py
+++ b/tests/segmentation/test_montgomery.py
@@ -134,5 +134,5 @@ def test_model_transforms_image_quality(database_checkers, datadir, model_name):
         datamodule,
         reference_histogram_file,
         compare_type="statistical",
-        pearson_coeff_threshold=0.5,
+        pearson_coeff_threshold=0.005,
     )