diff --git a/dataset/COCO_format/annotations/instances_train2017.json b/dataset/COCO_format/annotations/instances_train2017.json
new file mode 100644
index 0000000..5bdf493
--- /dev/null
+++ b/dataset/COCO_format/annotations/instances_train2017.json
@@ -0,0 +1,175 @@
+{
+    "info": {
+        "year": 2022,
+        "version": "1.0",
+        "description": "For object detection",
+        "date_created": "2022"
+    },
+    "images": [
+        {
+            "date_captured": "2022",
+            "file_name": "000000000001.jpg",
+            "id": 1,
+            "height": 224,
+            "width": 224
+        },
+        {
+            "date_captured": "2022",
+            "file_name": "000000000002.jpg",
+            "id": 2,
+            "height": 424,
+            "width": 550
+        }
+    ],
+    "licenses": [
+        {
+            "id": 1,
+            "name": "Apache License v2.0",
+            "url": "https://github.com/RapidAI/YOLO2COCO/LICENSE"
+        }
+    ],
+    "type": "instances",
+    "annotations": [
+        {
+            "segmentation": [
+                [
+                    18.000080000000004,
+                    2.999920000000003,
+                    105.000112,
+                    2.999920000000003,
+                    105.000112,
+                    89.000016,
+                    18.000080000000004,
+                    89.000016
+                ]
+            ],
+            "area": 7482.011104003072,
+            "iscrowd": 0,
+            "image_id": 1,
+            "bbox": [
+                18.000080000000004,
+                2.999920000000003,
+                87.000032,
+                86.000096
+            ],
+            "category_id": 1,
+            "id": 1
+        },
+        {
+            "segmentation": [
+                [
+                    126.99993599999999,
+                    3.9999679999999955,
+                    210.999936,
+                    3.9999679999999955,
+                    210.999936,
+                    88.999904,
+                    126.99993599999999,
+                    88.999904
+                ]
+            ],
+            "area": 7139.994624000001,
+            "iscrowd": 0,
+            "image_id": 1,
+            "bbox": [
+                126.99993599999999,
+                3.9999679999999955,
+                84.0,
+                84.999936
+            ],
+            "category_id": 1,
+            "id": 2
+        },
+        {
+            "segmentation": [
+                [
+                    74.99990400000002,
+                    76.000064,
+                    150.99996800000002,
+                    76.000064,
+                    150.99996800000002,
+                    153.000064,
+                    74.99990400000002,
+                    153.000064
+                ]
+            ],
+            "area": 5852.004927999999,
+            "iscrowd": 0,
+            "image_id": 1,
+            "bbox": [
+                74.99990400000002,
+                76.000064,
+                76.000064,
+                77.0
+            ],
+            "category_id": 1,
+            "id": 3
+        },
+        {
+            "segmentation": [
+                [
+                    12.000127999999997,
+                    135.000096,
+                    97.00006400000001,
+                    135.000096,
+                    97.00006400000001,
+                    220.00003200000003,
+                    12.000127999999997,
+                    220.00003200000003
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+            ],
+            "area": 7224.989120004097,
+            "iscrowd": 0,
+            "image_id": 1,
+            "bbox": [
+                12.000127999999997,
+                135.000096,
+                84.999936,
+                84.999936
+            ],
+            "category_id": 1,
+            "id": 4
+        },
+        {
+            "segmentation": [
+                [
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+                    215.00012799999996,
+                    136.999968,
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+                    220.00003199999998,
+                    132.00006399999998,
+                    220.00003199999998
+                ]
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+            "area": 6889.010624004095,
+            "iscrowd": 0,
+            "image_id": 1,
+            "bbox": [
+                132.00006399999998,
+                136.999968,
+                83.000064,
+                83.000064
+            ],
+            "category_id": 1,
+            "id": 5
+        },
+        {
+            "segmentation": [],
+            "area": 0,
+            "iscrowd": 0,
+            "image_id": 2,
+            "bbox": [],
+            "category_id": -1,
+            "id": 6
+        }
+    ],
+    "categories": [
+        {
+            "supercategory": "stamp",
+            "id": 1,
+            "name": "stamp"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/dataset/YOLOV5_COCO_format/annotations/instances_val2017.json b/dataset/COCO_format/annotations/instances_val2017.json
similarity index 100%
rename from dataset/YOLOV5_COCO_format/annotations/instances_val2017.json
rename to dataset/COCO_format/annotations/instances_val2017.json
diff --git a/dataset/COCO_labelImg_format/train/000000000001.jpg b/dataset/COCO_format/train2017/000000000001.jpg
similarity index 100%
rename from dataset/COCO_labelImg_format/train/000000000001.jpg
rename to dataset/COCO_format/train2017/000000000001.jpg
diff --git a/dataset/COCO_labelImg_format/train/000000000002.jpg b/dataset/COCO_format/train2017/000000000002.jpg
similarity index 100%
rename from dataset/COCO_labelImg_format/train/000000000002.jpg
rename to dataset/COCO_format/train2017/000000000002.jpg
diff --git a/dataset/COCO_labelImg_format/val/000000000001.jpg b/dataset/COCO_format/val2017/000000000001.jpg
similarity index 100%
rename from dataset/COCO_labelImg_format/val/000000000001.jpg
rename to dataset/COCO_format/val2017/000000000001.jpg
diff --git a/dataset/YOLOV5_COCO_format/annotations/instances_train2017.json b/dataset/YOLOV5_COCO_format/annotations/instances_train2017.json
deleted file mode 100644
index d09dd6d..0000000
--- a/dataset/YOLOV5_COCO_format/annotations/instances_train2017.json
+++ /dev/null
@@ -1 +0,0 @@
-{"info": {"year": 2022, "version": "1.0", "description": "For object detection", "date_created": "2022"}, "images": [{"date_captured": "2022", "file_name": "000000000001.jpg", "id": 1, "height": 224, "width": 224}, {"date_captured": "2022", "file_name": "000000000002.jpg", "id": 2, "height": 424, "width": 550}], "licenses": [{"id": 1, "name": "Apache License v2.0", "url": "https://github.com/RapidAI/YOLO2COCO/LICENSE"}], "type": "instances", "annotations": [{"segmentation": [[18.000080000000004, 2.999920000000003, 105.000112, 2.999920000000003, 105.000112, 89.000016, 18.000080000000004, 89.000016]], "area": 7482.011104003072, "iscrowd": 0, "image_id": 1, "bbox": [18.000080000000004, 2.999920000000003, 87.000032, 86.000096], "category_id": 1, "id": 1}, {"segmentation": [[126.99993599999999, 3.9999679999999955, 210.999936, 3.9999679999999955, 210.999936, 88.999904, 126.99993599999999, 88.999904]], "area": 7139.994624000001, "iscrowd": 0, "image_id": 1, "bbox": [126.99993599999999, 3.9999679999999955, 84.0, 84.999936], "category_id": 1, "id": 2}, {"segmentation": [[74.99990400000002, 76.000064, 150.99996800000002, 76.000064, 150.99996800000002, 153.000064, 74.99990400000002, 153.000064]], "area": 5852.004927999999, "iscrowd": 0, "image_id": 1, "bbox": [74.99990400000002, 76.000064, 76.000064, 77.0], "category_id": 1, "id": 3}, {"segmentation": [[12.000127999999997, 135.000096, 97.00006400000001, 135.000096, 97.00006400000001, 220.00003200000003, 12.000127999999997, 220.00003200000003]], "area": 7224.989120004097, "iscrowd": 0, "image_id": 1, "bbox": [12.000127999999997, 135.000096, 84.999936, 84.999936], "category_id": 1, "id": 4}, {"segmentation": [[132.00006399999998, 136.999968, 215.00012799999996, 136.999968, 215.00012799999996, 220.00003199999998, 132.00006399999998, 220.00003199999998]], "area": 6889.010624004095, "iscrowd": 0, "image_id": 1, "bbox": [132.00006399999998, 136.999968, 83.000064, 83.000064], "category_id": 1, "id": 5}, {"segmentation": [], "area": 0, "iscrowd": 0, "image_id": 2, "bbox": [], "category_id": -1, "id": 6}], "categories": [{"supercategory": "stamp", "id": 1, "name": "stamp"}]}
\ No newline at end of file
diff --git a/dataset/YOLOV5_COCO_format/train2017/000000000001.jpg b/dataset/labelImg_format/train/000000000001.jpg
similarity index 100%
rename from dataset/YOLOV5_COCO_format/train2017/000000000001.jpg
rename to dataset/labelImg_format/train/000000000001.jpg
diff --git a/dataset/COCO_labelImg_format/train/000000000001.txt b/dataset/labelImg_format/train/000000000001.txt
similarity index 100%
rename from dataset/COCO_labelImg_format/train/000000000001.txt
rename to dataset/labelImg_format/train/000000000001.txt
diff --git a/dataset/YOLOV5_COCO_format/train2017/000000000002.jpg b/dataset/labelImg_format/train/000000000002.jpg
similarity index 100%
rename from dataset/YOLOV5_COCO_format/train2017/000000000002.jpg
rename to dataset/labelImg_format/train/000000000002.jpg
diff --git a/dataset/COCO_labelImg_format/train/classes.txt b/dataset/labelImg_format/train/classes.txt
similarity index 100%
rename from dataset/COCO_labelImg_format/train/classes.txt
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diff --git a/dataset/COCO_labelImg_format/val/000000000001.txt b/dataset/labelImg_format/val/000000000001.txt
similarity index 100%
rename from dataset/COCO_labelImg_format/val/000000000001.txt
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similarity index 100%
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diff --git a/dataset/labelImg_dataset_publaynet/test.json b/dataset/publaynet_format/test.json
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