diff --git a/otx/algorithms/anomaly/adapters/anomalib/data/dataset.py b/otx/algorithms/anomaly/adapters/anomalib/data/dataset.py
index 271a336ab89..fbc92b1d9b7 100644
--- a/otx/algorithms/anomaly/adapters/anomalib/data/dataset.py
+++ b/otx/algorithms/anomaly/adapters/anomalib/data/dataset.py
@@ -112,18 +112,18 @@ class AnomalyClassificationDataset(BaseAnomalyDataset):
     Example:
     >>> train_subset = {
             "ann_file": "tests/assets/anomaly/classification/train.json",
-            "data_root": "tests/assets/anomaly/shapes",
+            "data_root": "tests/assets/anomaly/hazelnut",
         }
     >>> val_subset = {
             "ann_file": "tests/assets/anomaly/classification/val.json",
-            "data_root": "tests/assets/anomaly/shapes"
+            "data_root": "tests/assets/anomaly/hazelnut"
         }
     >>> training_dataset = AnomalyClassificationDataset(
             train_subset=train_subset, val_subset=val_subset
         )
     >>> test_subset = {
             "ann_file": "tests/assets/anomaly/classification/test.json",
-            "data_root": "tests/assets/anomaly/shapes"
+            "data_root": "tests/assets/anomaly/hazelnut"
         }
     >>> testing_dataset = AnomalyClassificationDataset(test_subset=test_subset)
     """
@@ -169,18 +169,18 @@ class AnomalySegmentationDataset(BaseAnomalyDataset):
     Example:
         >>> train_subset = {
                 "ann_file": "tests/assets/anomaly/segmentation/train.json",
-                "data_root": "tests/assets/anomaly/shapes",
+                "data_root": "tests/assets/anomaly/hazelnut",
             }
         >>> val_subset = {
                 "ann_file": "tests/assets/anomaly/segmentation/val.json",
-                "data_root": "tests/assets/anomaly/shapes"
+                "data_root": "tests/assets/anomaly/hazelnut"
             }
         >>> training_dataset = AnomalySegmentationDataset(
                 train_subset=train_subset, val_subset=val_subset
             )
         >>> test_subset = {
                 "ann_file": "tests/assets/anomaly/segmentation/test.json",
-                "data_root": "tests/assets/anomaly/shapes"
+                "data_root": "tests/assets/anomaly/hazelnut"
             }
         >>> testing_dataset = AnomalySegmentationDataset(test_subset=test_subset)
 
@@ -249,18 +249,18 @@ class AnomalyDetectionDataset(BaseAnomalyDataset):
     Example:
         >>> train_subset = {
                 "ann_file": "tests/assets/anomaly/detection/train.json",
-                "data_root": "tests/assets/anomaly/shapes",
+                "data_root": "tests/assets/anomaly/hazelnut",
             }
         >>> val_subset = {
                 "ann_file": "tests/assets/anomaly/detection/val.json",
-                "data_root": "tests/assets/anomaly/shapes"
+                "data_root": "tests/assets/anomaly/hazelnut"
             }
         >>> training_dataset = AnomalyDetectionDataset(
                 train_subset=train_subset, val_subset=val_subset
             )
         >>> test_subset = {
                 "ann_file": "tests/assets/anomaly/detection/test.json",
-                "data_root": "tests/assets/anomaly/shapes"
+                "data_root": "tests/assets/anomaly/hazelnut"
             }
         >>> testing_dataset = AnomalyDetectionDataset(test_subset=test_subset)
 
diff --git a/tests/assets/anomaly/classification/test.json b/tests/assets/anomaly/classification/test.json
index 9b02d11ce08..a16ae69665a 100644
--- a/tests/assets/anomaly/classification/test.json
+++ b/tests/assets/anomaly/classification/test.json
@@ -1,56 +1,41 @@
 {
   "image_path": {
-    "1": "test/good/004.png",
-    "2": "test/good/005.png",
-    "3": "test/good/006.png",
-    "4": "test/good/007.png",
-    "5": "test/good/008.png",
-    "6": "test/good/009.png",
-    "7": "test/star/004.png",
-    "8": "test/star/005.png",
-    "9": "test/star/006.png",
-    "10": "test/star/007.png",
-    "11": "test/star/008.png",
-    "12": "test/star/009.png",
-    "13": "test/hexagon/004.png",
-    "14": "test/hexagon/005.png",
-    "15": "test/hexagon/006.png",
-    "16": "test/hexagon/007.png",
-    "17": "test/hexagon/008.png",
-    "18": "test/hexagon/009.png"
+    "0": "test/good/25.jpg",
+    "1": "test/good/05.jpg",
+    "2": "test/good/28.jpg",
+    "3": "test/colour/06.jpg",
+    "4": "test/colour/03.jpg",
+    "5": "test/colour/07.jpg",
+    "6": "test/colour/14.jpg",
+    "7": "test/colour/01.jpg",
+    "8": "test/colour/12.jpg",
+    "9": "test/colour/11.jpg",
+    "10": "test/colour/09.jpg",
+    "11": "test/colour/08.jpg"
   },
   "label": {
+    "0": "good",
     "1": "good",
     "2": "good",
-    "3": "good",
-    "4": "good",
-    "5": "good",
-    "6": "good",
-    "7": "star",
-    "8": "star",
-    "9": "star",
-    "10": "star",
-    "11": "star",
-    "12": "star",
-    "13": "hexagon",
-    "14": "hexagon",
-    "15": "hexagon",
-    "16": "hexagon",
-    "17": "hexagon",
-    "18": "hexagon"
+    "3": "abnormal",
+    "4": "abnormal",
+    "5": "abnormal",
+    "6": "abnormal",
+    "7": "abnormal",
+    "8": "abnormal",
+    "9": "abnormal",
+    "10": "abnormal",
+    "11": "abnormal"
   },
-  "mask_path": {
-    "7": "ground_truth/star/004_mask.png",
-    "8": "ground_truth/star/005_mask.png",
-    "9": "ground_truth/star/006_mask.png",
-    "10": "ground_truth/star/007_mask.png",
-    "11": "ground_truth/star/008_mask.png",
-    "12": "ground_truth/star/009_mask.png",
-    "13": "ground_truth/hexagon/004_mask.png",
-    "14": "ground_truth/hexagon/005_mask.png",
-    "15": "ground_truth/hexagon/006_mask.png",
-    "16": "ground_truth/hexagon/007_mask.png",
-    "17": "ground_truth/hexagon/008_mask.png",
-    "18": "ground_truth/hexagon/009_mask.png"
+  "masks": {
+    "3": "mask/colour/06.png",
+    "4": "mask/colour/03.png",
+    "5": "mask/colour/07.png",
+    "6": "mask/colour/14.png",
+    "7": "mask/colour/01.png",
+    "8": "mask/colour/12.png",
+    "9": "mask/colour/11.png",
+    "10": "mask/colour/09.png",
+    "11": "mask/colour/08.png"
   }
 }
diff --git a/tests/assets/anomaly/classification/train.json b/tests/assets/anomaly/classification/train.json
index 52e9bde3d6f..26c75cf333c 100644
--- a/tests/assets/anomaly/classification/train.json
+++ b/tests/assets/anomaly/classification/train.json
@@ -1,25 +1,33 @@
 {
   "image_path": {
-    "0": "train/good/000.png",
-    "1": "train/good/001.png",
-    "2": "train/good/002.png",
-    "3": "train/good/003.png",
-    "4": "train/good/004.png",
-    "5": "train/good/005.png",
-    "6": "train/good/006.png",
-    "7": "train/good/007.png",
-    "8": "train/good/008.png",
-    "9": "train/good/009.png",
-    "10": "train/good/010.png",
-    "11": "train/good/011.png",
-    "12": "train/good/012.png",
-    "13": "train/good/013.png",
-    "14": "train/good/014.png",
-    "15": "train/good/015.png",
-    "16": "train/good/016.png",
-    "17": "train/good/017.png",
-    "18": "train/good/018.png",
-    "19": "train/good/019.png"
+    "0": "train/good/06.jpg",
+    "1": "train/good/32.jpg",
+    "2": "train/good/00.jpg",
+    "3": "train/good/33.jpg",
+    "4": "train/good/21.jpg",
+    "5": "train/good/03.jpg",
+    "6": "train/good/07.jpg",
+    "7": "train/good/14.jpg",
+    "8": "train/good/17.jpg",
+    "9": "train/good/02.jpg",
+    "10": "train/good/30.jpg",
+    "11": "train/good/26.jpg",
+    "12": "train/good/19.jpg",
+    "13": "train/good/16.jpg",
+    "14": "train/good/01.jpg",
+    "15": "train/good/15.jpg",
+    "16": "train/good/31.jpg",
+    "17": "train/good/27.jpg",
+    "18": "train/good/29.jpg",
+    "19": "train/good/10.jpg",
+    "20": "train/good/20.jpg",
+    "21": "train/good/12.jpg",
+    "22": "train/good/11.jpg",
+    "23": "train/good/24.jpg",
+    "24": "train/good/09.jpg",
+    "25": "train/good/08.jpg",
+    "26": "train/good/22.jpg",
+    "27": "train/good/18.jpg"
   },
   "label": {
     "0": "good",
@@ -41,6 +49,15 @@
     "16": "good",
     "17": "good",
     "18": "good",
-    "19": "good"
-  }
+    "19": "good",
+    "20": "good",
+    "21": "good",
+    "22": "good",
+    "23": "good",
+    "24": "good",
+    "25": "good",
+    "26": "good",
+    "27": "good"
+  },
+  "masks": {}
 }
diff --git a/tests/assets/anomaly/classification/val.json b/tests/assets/anomaly/classification/val.json
index 06a129ebef6..51dff55bea2 100644
--- a/tests/assets/anomaly/classification/val.json
+++ b/tests/assets/anomaly/classification/val.json
@@ -1,40 +1,38 @@
 {
   "image_path": {
-    "1": "test/good/000.png",
-    "2": "test/good/001.png",
-    "3": "test/good/002.png",
-    "4": "test/good/003.png",
-    "5": "test/star/000.png",
-    "6": "test/star/001.png",
-    "7": "test/star/002.png",
-    "8": "test/star/003.png",
-    "9": "test/hexagon/000.png",
-    "10": "test/hexagon/001.png",
-    "11": "test/hexagon/002.png",
-    "12": "test/hexagon/003.png"
+    "0": "test/good/13.jpg",
+    "1": "test/good/23.jpg",
+    "2": "test/good/04.jpg",
+    "3": "test/colour/13.jpg",
+    "4": "test/colour/00.jpg",
+    "5": "test/colour/05.jpg",
+    "6": "test/colour/02.jpg",
+    "7": "test/colour/16.jpg",
+    "8": "test/colour/15.jpg",
+    "9": "test/colour/10.jpg",
+    "10": "test/colour/04.jpg"
   },
   "label": {
+    "0": "good",
     "1": "good",
     "2": "good",
-    "3": "good",
-    "4": "good",
-    "5": "star",
-    "6": "star",
-    "7": "star",
-    "8": "star",
-    "9": "hexagon",
-    "10": "hexagon",
-    "11": "hexagon",
-    "12": "hexagon"
+    "3": "abnormal",
+    "4": "abnormal",
+    "5": "abnormal",
+    "6": "abnormal",
+    "7": "abnormal",
+    "8": "abnormal",
+    "9": "abnormal",
+    "10": "abnormal"
   },
-  "mask_path": {
-    "5": "ground_truth/star/000_mask.png",
-    "6": "ground_truth/star/001_mask.png",
-    "7": "ground_truth/star/002_mask.png",
-    "8": "ground_truth/star/003_mask.png",
-    "9": "ground_truth/hexagon/000_mask.png",
-    "10": "ground_truth/hexagon/001_mask.png",
-    "11": "ground_truth/hexagon/002_mask.png",
-    "12": "ground_truth/hexagon/003_mask.png"
+  "masks": {
+    "3": "mask/colour/13.png",
+    "4": "mask/colour/00.png",
+    "5": "mask/colour/05.png",
+    "6": "mask/colour/02.png",
+    "7": "mask/colour/16.png",
+    "8": "mask/colour/15.png",
+    "9": "mask/colour/10.png",
+    "10": "mask/colour/04.png"
   }
 }
diff --git a/tests/assets/anomaly/detection/test.json b/tests/assets/anomaly/detection/test.json
index 30bbb954d2a..d347897c4da 100644
--- a/tests/assets/anomaly/detection/test.json
+++ b/tests/assets/anomaly/detection/test.json
@@ -1,76 +1,62 @@
 {
   "image_path": {
-    "1": "test/good/004.png",
-    "2": "test/good/005.png",
-    "3": "test/good/006.png",
-    "4": "test/good/007.png",
-    "5": "test/good/008.png",
-    "6": "test/good/009.png",
-    "7": "test/star/004.png",
-    "8": "test/star/005.png",
-    "9": "test/star/006.png",
-    "10": "test/star/007.png",
-    "11": "test/star/008.png",
-    "12": "test/star/009.png",
-    "13": "test/hexagon/004.png",
-    "14": "test/hexagon/005.png",
-    "15": "test/hexagon/006.png",
-    "16": "test/hexagon/007.png",
-    "17": "test/hexagon/008.png",
-    "18": "test/hexagon/009.png"
+    "0": "test/good/25.jpg",
+    "1": "test/good/05.jpg",
+    "2": "test/good/28.jpg",
+    "3": "test/colour/06.jpg",
+    "4": "test/colour/03.jpg",
+    "5": "test/colour/07.jpg",
+    "6": "test/colour/14.jpg",
+    "7": "test/colour/01.jpg",
+    "8": "test/colour/12.jpg",
+    "9": "test/colour/11.jpg",
+    "10": "test/colour/09.jpg",
+    "11": "test/colour/08.jpg"
   },
   "label": {
+    "0": "good",
     "1": "good",
     "2": "good",
-    "3": "good",
-    "4": "good",
-    "5": "good",
-    "6": "good",
-    "7": "star",
-    "8": "star",
-    "9": "star",
-    "10": "star",
-    "11": "star",
-    "12": "star",
-    "13": "hexagon",
-    "14": "hexagon",
-    "15": "hexagon",
-    "16": "hexagon",
-    "17": "hexagon",
-    "18": "hexagon"
+    "3": "abnormal",
+    "4": "abnormal",
+    "5": "abnormal",
+    "6": "abnormal",
+    "7": "abnormal",
+    "8": "abnormal",
+    "9": "abnormal",
+    "10": "abnormal",
+    "11": "abnormal"
   },
   "bboxes": {
-    "7": [[0.03125, 0.1953125, 0.84375, 0.9765625]],
-    "8": [
-      [0.03125, 0.0703125, 0.9609375, 0.9765625],
-      [0.375, 0.4296875, 0.484375, 0.5390625]
+    "3": [[0.3125, 0.4296875, 0.7109375, 0.69140625]],
+    "4": [
+      [0.37109375, 0.240234375, 0.630859375, 0.333984375],
+      [0.375, 0.421875, 0.6875, 0.736328125]
     ],
-    "9": [
-      [0.25, 0.8671875, 0.265625, 0.9140625],
-      [0.0390625, 0.09375, 0.8359375, 0.84375]
+    "5": [
+      [0.509765625, 0.341796875, 0.751953125, 0.48046875],
+      [0.34375, 0.345703125, 0.64453125, 0.609375]
     ],
-    "10": [[0.015625, 0.15625, 0.9609375, 0.9765625]],
-    "11": [[0.0625, 0.0546875, 0.953125, 0.9609375]],
-    "12": [
-      [0.6953125, 0.71875, 0.9765625, 0.9765625],
-      [0.203125, 0.4375, 0.421875, 0.6328125],
-      [0.109375, 0.09375, 0.40625, 0.375]
+    "6": [[0.384765625, 0.55859375, 0.63671875, 0.712890625]],
+    "7": [[0.341796875, 0.33203125, 0.578125, 0.552734375]],
+    "8": [
+      [0.28125, 0.240234375, 0.708984375, 0.62109375],
+      [0.724609375, 0.494140625, 0.75, 0.521484375]
     ],
-    "13": [
-      [0.2890625, 0.6640625, 0.6015625, 0.921875],
-      [0.0078125, 0.15625, 0.1171875, 0.25],
-      [0.59375, 0.046875, 0.6875, 0.1171875]
+    "9": [
+      [0.2734375, 0.41796875, 0.404296875, 0.568359375],
+      [0.439453125, 0.43359375, 0.60546875, 0.52734375],
+      [0.330078125, 0.580078125, 0.44921875, 0.697265625],
+      [0.46875, 0.6640625, 0.484375, 0.68359375]
     ],
-    "14": [[0.0078125, 0.0, 0.9296875, 0.796875]],
-    "15": [
-      [0.359375, 0.53125, 0.796875, 0.8984375],
-      [0.65625, 0.0, 0.984375, 0.2890625]
+    "10": [
+      [0.5859375, 0.310546875, 0.66015625, 0.408203125],
+      [0.705078125, 0.3125, 0.744140625, 0.349609375],
+      [0.345703125, 0.390625, 0.625, 0.623046875]
     ],
-    "16": [[0.0078125, 0.0, 0.984375, 0.8828125]],
-    "17": [[0.203125, 0.0, 0.984375, 0.859375]],
-    "18": [
-      [0.421875, 0.1328125, 0.796875, 0.4453125],
-      [0.03125, 0.0, 0.40625, 0.3125]
+    "11": [
+      [0.501953125, 0.267578125, 0.70703125, 0.6953125],
+      [0.2421875, 0.494140625, 0.279296875, 0.62109375]
     ]
   }
 }
diff --git a/tests/assets/anomaly/detection/train.json b/tests/assets/anomaly/detection/train.json
index 64b5e7f92a3..22c842cb67d 100644
--- a/tests/assets/anomaly/detection/train.json
+++ b/tests/assets/anomaly/detection/train.json
@@ -1,25 +1,33 @@
 {
   "image_path": {
-    "0": "train/good/000.png",
-    "1": "train/good/001.png",
-    "2": "train/good/002.png",
-    "3": "train/good/003.png",
-    "4": "train/good/004.png",
-    "5": "train/good/005.png",
-    "6": "train/good/006.png",
-    "7": "train/good/007.png",
-    "8": "train/good/008.png",
-    "9": "train/good/009.png",
-    "10": "train/good/010.png",
-    "11": "train/good/011.png",
-    "12": "train/good/012.png",
-    "13": "train/good/013.png",
-    "14": "train/good/014.png",
-    "15": "train/good/015.png",
-    "16": "train/good/016.png",
-    "17": "train/good/017.png",
-    "18": "train/good/018.png",
-    "19": "train/good/019.png"
+    "0": "train/good/06.jpg",
+    "1": "train/good/32.jpg",
+    "2": "train/good/00.jpg",
+    "3": "train/good/33.jpg",
+    "4": "train/good/21.jpg",
+    "5": "train/good/03.jpg",
+    "6": "train/good/07.jpg",
+    "7": "train/good/14.jpg",
+    "8": "train/good/17.jpg",
+    "9": "train/good/02.jpg",
+    "10": "train/good/30.jpg",
+    "11": "train/good/26.jpg",
+    "12": "train/good/19.jpg",
+    "13": "train/good/16.jpg",
+    "14": "train/good/01.jpg",
+    "15": "train/good/15.jpg",
+    "16": "train/good/31.jpg",
+    "17": "train/good/27.jpg",
+    "18": "train/good/29.jpg",
+    "19": "train/good/10.jpg",
+    "20": "train/good/20.jpg",
+    "21": "train/good/12.jpg",
+    "22": "train/good/11.jpg",
+    "23": "train/good/24.jpg",
+    "24": "train/good/09.jpg",
+    "25": "train/good/08.jpg",
+    "26": "train/good/22.jpg",
+    "27": "train/good/18.jpg"
   },
   "label": {
     "0": "good",
@@ -41,7 +49,15 @@
     "16": "good",
     "17": "good",
     "18": "good",
-    "19": "good"
+    "19": "good",
+    "20": "good",
+    "21": "good",
+    "22": "good",
+    "23": "good",
+    "24": "good",
+    "25": "good",
+    "26": "good",
+    "27": "good"
   },
   "bboxes": {}
 }
diff --git a/tests/assets/anomaly/detection/val.json b/tests/assets/anomaly/detection/val.json
index 0dd1689863e..7f31dc68a1c 100644
--- a/tests/assets/anomaly/detection/val.json
+++ b/tests/assets/anomaly/detection/val.json
@@ -1,53 +1,82 @@
 {
   "image_path": {
-    "1": "test/good/000.png",
-    "2": "test/good/001.png",
-    "3": "test/good/002.png",
-    "4": "test/good/003.png",
-    "5": "test/star/000.png",
-    "6": "test/star/001.png",
-    "7": "test/star/002.png",
-    "8": "test/star/003.png",
-    "9": "test/hexagon/000.png",
-    "10": "test/hexagon/001.png",
-    "11": "test/hexagon/002.png",
-    "12": "test/hexagon/003.png"
+    "0": "test/good/13.jpg",
+    "1": "test/good/23.jpg",
+    "2": "test/good/04.jpg",
+    "3": "test/colour/13.jpg",
+    "4": "test/colour/00.jpg",
+    "5": "test/colour/05.jpg",
+    "6": "test/colour/02.jpg",
+    "7": "test/colour/16.jpg",
+    "8": "test/colour/15.jpg",
+    "9": "test/colour/10.jpg",
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diff --git a/tests/assets/anomaly/segmentation/test.json b/tests/assets/anomaly/segmentation/test.json
index 8544578b2c5..3090b7e125d 100644
--- a/tests/assets/anomaly/segmentation/test.json
+++ b/tests/assets/anomaly/segmentation/test.json
@@ -1,4221 +1,2832 @@
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+        [0.65625, 0.3515625],
+        [0.6484375, 0.34375],
+        [0.6484375, 0.341796875],
+        [0.61328125, 0.306640625],
+        [0.611328125, 0.306640625],
+        [0.57421875, 0.26953125],
+        [0.572265625, 0.26953125],
+        [0.5703125, 0.267578125]
       ]
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   }
diff --git a/tests/assets/anomaly/segmentation/train.json b/tests/assets/anomaly/segmentation/train.json
index f9ce57b2b8a..26c75cf333c 100644
--- a/tests/assets/anomaly/segmentation/train.json
+++ b/tests/assets/anomaly/segmentation/train.json
@@ -1,25 +1,33 @@
 {
   "image_path": {
-    "0": "train/good/000.png",
-    "1": "train/good/001.png",
-    "2": "train/good/002.png",
-    "3": "train/good/003.png",
-    "4": "train/good/004.png",
-    "5": "train/good/005.png",
-    "6": "train/good/006.png",
-    "7": "train/good/007.png",
-    "8": "train/good/008.png",
-    "9": "train/good/009.png",
-    "10": "train/good/010.png",
-    "11": "train/good/011.png",
-    "12": "train/good/012.png",
-    "13": "train/good/013.png",
-    "14": "train/good/014.png",
-    "15": "train/good/015.png",
-    "16": "train/good/016.png",
-    "17": "train/good/017.png",
-    "18": "train/good/018.png",
-    "19": "train/good/019.png"
+    "0": "train/good/06.jpg",
+    "1": "train/good/32.jpg",
+    "2": "train/good/00.jpg",
+    "3": "train/good/33.jpg",
+    "4": "train/good/21.jpg",
+    "5": "train/good/03.jpg",
+    "6": "train/good/07.jpg",
+    "7": "train/good/14.jpg",
+    "8": "train/good/17.jpg",
+    "9": "train/good/02.jpg",
+    "10": "train/good/30.jpg",
+    "11": "train/good/26.jpg",
+    "12": "train/good/19.jpg",
+    "13": "train/good/16.jpg",
+    "14": "train/good/01.jpg",
+    "15": "train/good/15.jpg",
+    "16": "train/good/31.jpg",
+    "17": "train/good/27.jpg",
+    "18": "train/good/29.jpg",
+    "19": "train/good/10.jpg",
+    "20": "train/good/20.jpg",
+    "21": "train/good/12.jpg",
+    "22": "train/good/11.jpg",
+    "23": "train/good/24.jpg",
+    "24": "train/good/09.jpg",
+    "25": "train/good/08.jpg",
+    "26": "train/good/22.jpg",
+    "27": "train/good/18.jpg"
   },
   "label": {
     "0": "good",
@@ -41,7 +49,15 @@
     "16": "good",
     "17": "good",
     "18": "good",
-    "19": "good"
+    "19": "good",
+    "20": "good",
+    "21": "good",
+    "22": "good",
+    "23": "good",
+    "24": "good",
+    "25": "good",
+    "26": "good",
+    "27": "good"
   },
   "masks": {}
 }
diff --git a/tests/assets/anomaly/segmentation/val.json b/tests/assets/anomaly/segmentation/val.json
index 0f0edee9db9..28676231a4f 100644
--- a/tests/assets/anomaly/segmentation/val.json
+++ b/tests/assets/anomaly/segmentation/val.json
@@ -1,3249 +1,2430 @@
 {
   "image_path": {
-    "1": "test/good/000.png",
-    "2": "test/good/001.png",
-    "3": "test/good/002.png",
-    "4": "test/good/003.png",
-    "5": "test/star/000.png",
-    "6": "test/star/001.png",
-    "7": "test/star/002.png",
-    "8": "test/star/003.png",
-    "9": "test/hexagon/000.png",
-    "10": "test/hexagon/001.png",
-    "11": "test/hexagon/002.png",
-    "12": "test/hexagon/003.png"
+    "0": "test/good/13.jpg",
+    "1": "test/good/23.jpg",
+    "2": "test/good/04.jpg",
+    "3": "test/colour/13.jpg",
+    "4": "test/colour/00.jpg",
+    "5": "test/colour/05.jpg",
+    "6": "test/colour/02.jpg",
+    "7": "test/colour/16.jpg",
+    "8": "test/colour/15.jpg",
+    "9": "test/colour/10.jpg",
+    "10": "test/colour/04.jpg"
   },
   "label": {
+    "0": "good",
     "1": "good",
     "2": "good",
-    "3": "good",
-    "4": "good",
-    "5": "star",
-    "6": "star",
-    "7": "star",
-    "8": "star",
-    "9": "hexagon",
-    "10": "hexagon",
-    "11": "hexagon",
-    "12": "hexagon"
+    "3": "abnormal",
+    "4": "abnormal",
+    "5": "abnormal",
+    "6": "abnormal",
+    "7": "abnormal",
+    "8": "abnormal",
+    "9": "abnormal",
+    "10": "abnormal"
   },
   "masks": {
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deleted file mode 100644
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diff --git a/tests/assets/anomaly/shapes/train/good/018.png b/tests/assets/anomaly/shapes/train/good/018.png
deleted file mode 100644
index 6ea05c8f99b..00000000000
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diff --git a/tests/assets/anomaly/shapes/train/good/019.png b/tests/assets/anomaly/shapes/train/good/019.png
deleted file mode 100644
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diff --git a/tests/e2e/cli/anomaly/test_anomaly_classification.py b/tests/e2e/cli/anomaly/test_anomaly_classification.py
index 70c3f032937..0dffeeb2d30 100644
--- a/tests/e2e/cli/anomaly/test_anomaly_classification.py
+++ b/tests/e2e/cli/anomaly/test_anomaly_classification.py
@@ -41,10 +41,10 @@
 )
 
 args = {
-    "--train-data-roots": "tests/assets/anomaly/shapes/train",
-    "--val-data-roots": "tests/assets/anomaly/shapes/test",
-    "--test-data-roots": "tests/assets/anomaly/shapes/test",
-    "--input": "tests/assets/anomaly/shapes/test/hexagon",
+    "--train-data-roots": "tests/assets/anomaly/hazelnut/train",
+    "--val-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--test-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--input": "tests/assets/anomaly/hazelnut/test/colour",
     "train_params": [],
 }
 
diff --git a/tests/e2e/cli/anomaly/test_anomaly_detection.py b/tests/e2e/cli/anomaly/test_anomaly_detection.py
index 86f3bfcda61..bfe444b1430 100644
--- a/tests/e2e/cli/anomaly/test_anomaly_detection.py
+++ b/tests/e2e/cli/anomaly/test_anomaly_detection.py
@@ -41,10 +41,10 @@
 )
 
 args = {
-    "--train-data-roots": "tests/assets/anomaly/shapes/train",
-    "--val-data-roots": "tests/assets/anomaly/shapes/test",
-    "--test-data-roots": "tests/assets/anomaly/shapes/test",
-    "--input": "tests/assets/anomaly/shapes/test/hexagon",
+    "--train-data-roots": "tests/assets/anomaly/hazelnut/train",
+    "--val-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--test-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--input": "tests/assets/anomaly/hazelnut/test/colour",
     "train_params": [],
 }
 
diff --git a/tests/e2e/cli/anomaly/test_anomaly_segmentation.py b/tests/e2e/cli/anomaly/test_anomaly_segmentation.py
index dac19a054f2..ca94765bbbe 100644
--- a/tests/e2e/cli/anomaly/test_anomaly_segmentation.py
+++ b/tests/e2e/cli/anomaly/test_anomaly_segmentation.py
@@ -41,10 +41,10 @@
 )
 
 args = {
-    "--train-data-roots": "tests/assets/anomaly/shapes/train",
-    "--val-data-roots": "tests/assets/anomaly/shapes/test",
-    "--test-data-roots": "tests/assets/anomaly/shapes/test",
-    "--input": "tests/assets/anomaly/shapes/test/hexagon",
+    "--train-data-roots": "tests/assets/anomaly/hazelnut/train",
+    "--val-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--test-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--input": "tests/assets/anomaly/hazelnut/test/colour",
     "train_params": [],
 }
 
diff --git a/tests/integration/cli/anomaly/test_anomaly_classification.py b/tests/integration/cli/anomaly/test_anomaly_classification.py
index cd07186d6c2..3c1c13e1245 100644
--- a/tests/integration/cli/anomaly/test_anomaly_classification.py
+++ b/tests/integration/cli/anomaly/test_anomaly_classification.py
@@ -31,10 +31,10 @@
 )
 
 args = {
-    "--train-data-roots": "tests/assets/anomaly/shapes/train",
-    "--val-data-roots": "tests/assets/anomaly/shapes/test",
-    "--test-data-roots": "tests/assets/anomaly/shapes/test",
-    "--input": "tests/assets/anomaly/shapes/test/hexagon",
+    "--train-data-roots": "tests/assets/anomaly/hazelnut/train",
+    "--val-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--test-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--input": "tests/assets/anomaly/hazelnut/test/colour",
     "train_params": [],
 }
 
diff --git a/tests/integration/cli/anomaly/test_anomaly_detection.py b/tests/integration/cli/anomaly/test_anomaly_detection.py
index 194ccd2f680..cc23ab89bfc 100644
--- a/tests/integration/cli/anomaly/test_anomaly_detection.py
+++ b/tests/integration/cli/anomaly/test_anomaly_detection.py
@@ -31,10 +31,10 @@
 )
 
 args = {
-    "--train-data-roots": "tests/assets/anomaly/shapes/train",
-    "--val-data-roots": "tests/assets/anomaly/shapes/test",
-    "--test-data-roots": "tests/assets/anomaly/shapes/test",
-    "--input": "tests/assets/anomaly/shapes/test/hexagon",
+    "--train-data-roots": "tests/assets/anomaly/hazelnut/train",
+    "--val-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--test-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--input": "tests/assets/anomaly/hazelnut/test/colour",
     "train_params": [],
 }
 
diff --git a/tests/integration/cli/anomaly/test_anomaly_segmentation.py b/tests/integration/cli/anomaly/test_anomaly_segmentation.py
index ef41bbc90a4..1728daaa021 100644
--- a/tests/integration/cli/anomaly/test_anomaly_segmentation.py
+++ b/tests/integration/cli/anomaly/test_anomaly_segmentation.py
@@ -31,10 +31,10 @@
 )
 
 args = {
-    "--train-data-roots": "tests/assets/anomaly/shapes/train",
-    "--val-data-roots": "tests/assets/anomaly/shapes/test",
-    "--test-data-roots": "tests/assets/anomaly/shapes/test",
-    "--input": "tests/assets/anomaly/shapes/test/hexagon",
+    "--train-data-roots": "tests/assets/anomaly/hazelnut/train",
+    "--val-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--test-data-roots": "tests/assets/anomaly/hazelnut/test",
+    "--input": "tests/assets/anomaly/hazelnut/test/colour",
     "train_params": [],
 }
 
diff --git a/tests/unit/algorithms/anomaly/adapters/data/test_dataset.py b/tests/unit/algorithms/anomaly/adapters/data/test_dataset.py
index 63d5863497d..48077cf03d8 100644
--- a/tests/unit/algorithms/anomaly/adapters/data/test_dataset.py
+++ b/tests/unit/algorithms/anomaly/adapters/data/test_dataset.py
@@ -6,7 +6,7 @@
 import pytest
 
 from otx.api.entities.model_template import TaskType
-from tests.unit.algorithms.anomaly.helpers.dummy_dataset import ShapesDataModule
+from tests.unit.algorithms.anomaly.helpers.dummy_dataset import HazelnutDataModule
 
 
 @pytest.mark.parametrize("stage", ["predict", "fit", "validate", "test"])
@@ -16,7 +16,7 @@ def test_dataloaders(task_type, stage):
 
     For all the test stages and the task types, the datamodule should return the correct keys.
     """
-    datamodule = ShapesDataModule(task_type)
+    datamodule = HazelnutDataModule(task_type)
     datamodule.setup(stage)
     if stage == "fit":
         batch = next(iter(datamodule.train_dataloader()))
diff --git a/tests/unit/algorithms/anomaly/conftest.py b/tests/unit/algorithms/anomaly/conftest.py
index 45e679135ac..4a8215820d1 100644
--- a/tests/unit/algorithms/anomaly/conftest.py
+++ b/tests/unit/algorithms/anomaly/conftest.py
@@ -10,7 +10,7 @@
 from otx.api.entities.model import ModelEntity
 from otx.api.entities.model_template import TaskType
 from otx.api.entities.task_environment import TaskEnvironment
-from tests.unit.algorithms.anomaly.helpers.dummy_dataset import get_shapes_dataset
+from tests.unit.algorithms.anomaly.helpers.dummy_dataset import get_hazelnut_dataset
 from tests.unit.algorithms.anomaly.helpers.utils import create_task_environment
 
 
@@ -30,7 +30,7 @@ class TestEnvironment:
 def setup_task_environment(request):
     """Returns a task environment, a model and datset."""
     task_type = request.param
-    dataset: DatasetEntity = get_shapes_dataset(task_type, one_each=True)
+    dataset: DatasetEntity = get_hazelnut_dataset(task_type, one_each=True)
     task_environment = create_task_environment(dataset, task_type)
     output_model = ModelEntity(
         dataset,
diff --git a/tests/unit/algorithms/anomaly/helpers/dummy_dataset.py b/tests/unit/algorithms/anomaly/helpers/dummy_dataset.py
index b6d4186a85f..5bd7f39d3c7 100644
--- a/tests/unit/algorithms/anomaly/helpers/dummy_dataset.py
+++ b/tests/unit/algorithms/anomaly/helpers/dummy_dataset.py
@@ -40,8 +40,8 @@
 from otx.api.entities.subset import Subset
 
 
-def get_shapes_dataset(task_type: TaskType, one_each: bool = False) -> DatasetEntity:
-    """Get shapes dataset.
+def get_hazelnut_dataset(task_type: TaskType, one_each: bool = False) -> DatasetEntity:
+    """Get hazelnut dataset.
 
     Args:
         task_type (TaskType): Task type.
@@ -144,8 +144,8 @@ def predict_dataloader(self) -> DataLoader:
         return DataLoader(self.dataset, shuffle=False, pin_memory=True)
 
 
-class ShapesDataModule(OTXAnomalyDataModule):
-    """Creates datamodule with shapes dataset.
+class HazelnutDataModule(OTXAnomalyDataModule):
+    """Creates datamodule with hazelnut dataset.
 
     Args:
         task_type (TaskType): Task type (classification, detection, segmentation)
@@ -164,14 +164,13 @@ def __init__(self, task_type: TaskType):
                 }
             }
         )
-        # self.dataset = ShapesDataset(get_shapes_dataset(task_type), task_type, self.config)
-        self.dataset = get_shapes_dataset(task_type)
+        self.dataset = get_hazelnut_dataset(task_type)
         super().__init__(config=self.config, dataset=self.dataset, task_type=task_type)
 
 
 def _get_annotations(task: str) -> Tuple[Dict, Dict, Dict]:
     ann_file_root = Path("tests", "assets", "anomaly", task)
-    data_root = Path("tests", "assets", "anomaly", "shapes")
+    data_root = Path("tests", "assets", "anomaly", "hazelnut")
 
     train_subset = {"ann_file": str(ann_file_root / "train.json"), "data_root": str(data_root)}
     test_subset = {"ann_file": str(ann_file_root / "test.json"), "data_root": str(data_root)}
diff --git a/tests/unit/algorithms/anomaly/tasks/test_inference.py b/tests/unit/algorithms/anomaly/tasks/test_inference.py
index bc57a5e7393..353a260550a 100644
--- a/tests/unit/algorithms/anomaly/tasks/test_inference.py
+++ b/tests/unit/algorithms/anomaly/tasks/test_inference.py
@@ -14,7 +14,7 @@
 from otx.api.entities.resultset import ResultSetEntity
 from otx.api.entities.subset import Subset
 from otx.api.usecases.tasks.interfaces.export_interface import ExportType
-from tests.unit.algorithms.anomaly.helpers.dummy_dataset import get_shapes_dataset
+from tests.unit.algorithms.anomaly.helpers.dummy_dataset import get_hazelnut_dataset
 from tests.unit.algorithms.anomaly.helpers.utils import create_task_environment
 
 
@@ -41,7 +41,7 @@ def test_inference(self, tmpdir, setup_task_environment):
         assert output_model.get_data("weights.pth") is not None  # Should not raise an error
 
         # 3. Create new task environment and inference task and test inference
-        new_dataset: DatasetEntity = get_shapes_dataset(task_type, one_each=True)
+        new_dataset: DatasetEntity = get_hazelnut_dataset(task_type, one_each=True)
         gt_val_dataset = new_dataset.get_subset(Subset.VALIDATION)
         new_task_environment = create_task_environment(gt_val_dataset, task_type)
         # this loads the output model from the previous training task when creating the new InferenceTask
diff --git a/tests/unit/core/data/manager/test_dataset_manager.py b/tests/unit/core/data/manager/test_dataset_manager.py
index 82403e77758..3b4ff0ca5ef 100644
--- a/tests/unit/core/data/manager/test_dataset_manager.py
+++ b/tests/unit/core/data/manager/test_dataset_manager.py
@@ -22,7 +22,7 @@
     "tests/assets/imagenet_dataset",
     "tests/assets/car_tree_bug",
     "tests/assets/cityscapes_dataset/dataset",
-    "tests/assets/anomaly/shapes",
+    "tests/assets/anomaly/hazelnut",
     "tests/assets/cvat_dataset/action_classification/train",
 ]
 
diff --git a/tests/unit/core/data/test_helpers.py b/tests/unit/core/data/test_helpers.py
index 256a5e58be6..624d3ee7a9f 100644
--- a/tests/unit/core/data/test_helpers.py
+++ b/tests/unit/core/data/test_helpers.py
@@ -53,19 +53,19 @@
         "unlabeled": "tests/assets/common_semantic_segmentation_dataset/val",
     },
     "anomaly_classification": {
-        "train": "tests/assets/anomaly/shapes",
-        "val": "tests/assets/anomaly/shapes",
-        "test": "tests/assets/anomaly/shapes",
+        "train": "tests/assets/anomaly/hazelnut",
+        "val": "tests/assets/anomaly/hazelnut",
+        "test": "tests/assets/anomaly/hazelnut",
     },
     "anomaly_detection": {
-        "train": "tests/assets/anomaly/shapes",
-        "val": "tests/assets/anomaly/shapes",
-        "test": "tests/assets/anomaly/shapes",
+        "train": "tests/assets/anomaly/hazelnut",
+        "val": "tests/assets/anomaly/hazelnut",
+        "test": "tests/assets/anomaly/hazelnut",
     },
     "anomaly_segmentation": {
-        "train": "tests/assets/anomaly/shapes",
-        "val": "tests/assets/anomaly/shapes",
-        "test": "tests/assets/anomaly/shapes",
+        "train": "tests/assets/anomaly/hazelnut",
+        "val": "tests/assets/anomaly/hazelnut",
+        "test": "tests/assets/anomaly/hazelnut",
     },
     "action_classification": {
         "train": "tests/assets/cvat_dataset/action_classification/train",