Dataset Versions

2024-03-27 2:33pm

v1

2024-03-27 2:33pm

Generated on Mar 27, 2024

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YOLOv11

TXT annotations and YAML config used with YOLOv11.

YOLOv9

TXT annotations and YAML config used with YOLOv9.

YOLOv8

TXT annotations and YAML config used with YOLOv8.

YOLOv5

TXT annotations and YAML config used with YOLOv5.

YOLOv7

TXT annotations and YAML config used with YOLOv7.

COCO JSON

COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.

YOLO Darknet

Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.

Pascal VOC XML

Common XML annotation format for local data munging (pioneered by ImageNet).

TFRecord

TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.

PaliGemma

PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.

CreateML JSON

CreateML JSON format is used with Apple's CreateML and Turi Create tools.

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5513 Total Images

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Dataset Split

Train Set 88%

4824Images

Valid Set 8%

459Images

Test Set 4%

230Images

Preprocessing

Auto-Orient: Applied

Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region

Dynamic Crop: Class: 4

Resize: Stretch to 640x640

Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3

Flip: Horizontal

90° Rotate: Clockwise, Counter-Clockwise

Rotation: Between -15° and +15°

Shear: ±10° Horizontal, ±10° Vertical

Hue: Between -15° and +15°

Brightness: Between -48% and +48%

Exposure: Between -10% and +10%

Blur: Up to 2.5px

Noise: Up to 0.85% of pixels

Cutout: 6 boxes with 13% size each

Mosaic: Applied

Bounding Box: Rotation: Between -15° and +15°

Bounding Box: Noise: Up to 0.1% of pixels

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xyz1

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5 / 12

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valid

Labels

Attributes

Raw Data

Annotations

Group:

objects

CLASSES

LAYERS

8

2

Unused Classes

0

1

10

11

12

13

14

15

16

2

3

4

5

6

7

9

Tags

No Tags Applied

Type and select tags below to add them to the image.

Attributes

862ce410-4457-4fcb-9c3a-754b2f4707d4.jpg

640x640

0.41MP

Updated Mar 27, 2024

9:33AM

GMT+00:00

Generated by Roboflow

Validation Set

Transforms

Auto-Orient	Applied
Static Crop	X: 25% to 75% Y: 25% to 75%
Resize	Stretch to 640x640
Auto-Adjust Contrast	Contrast Stretching

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "0": 172,
        "1": 237,
        "2": 171,
        "3": 132,
        "4": 193,
        "5": 618,
        "6": 535,
        "7": 180,
        "8": 376,
        "9": 254,
        "10": 242,
        "11": 166,
        "12": 572,
        "13": 126,
        "14": 111,
        "15": 195,
        "16": 170
    },
    "datasets": [
        "uBMUb0mIgHivjSKzKrU6"
    ],
    "destination": "91ad680f2d229c6e3a0d7a2a3dd500c0",
    "height": 640,
    "id": "4PlCD8bl8EYkIJZ39K66",
    "label": [],
    "labels": [],
    "name": "862ce410-4457-4fcb-9c3a-754b2f4707d4.jpg",
    "numSteps": 4,
    "owner": "k8EG1K2fmmVaYznOyCiATh7otv23",
    "preprocessing": [
        "auto-orient",
        "static-crop:[25,75,25,75]",
        "resize:[\"Stretch to\",640,640]",
        "auto-contrast:[\"Contrast Stretching\"]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Static Crop",
            "value": "X: 25% to 75%<br/>Y: 25% to 75%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Auto-Adjust Contrast",
            "value": "Contrast Stretching"
        }
    ],
    "source": "4PlCD8bl8EYkIJZ39K66",
    "split": "valid",
    "split.uBMUb0mIgHivjSKzKrU6.1": "valid",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"static-crop:[25,75,25,75]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"auto-contrast:[\\\"Contrast Stretching\\\"]\"\n]",
    "updated": {
        "_seconds": 1711531997,
        "_nanoseconds": 811000000
    },
    "updatedDate": "Mar 27, 2024",
    "updatedTime": "9:33AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "uBMUb0mIgHivjSKzKrU6/1"
    ],
    "width": 640
}

{
    "boxes": [
        {
            "label": "8",
            "x": 594,
            "y": 478.5,
            "width": 92,
            "height": 323
        },
        {
            "label": "8",
            "x": 448,
            "y": 490.5,
            "width": 199.5,
            "height": 298.5
        }
    ],
    "height": 640,
    "key": "862ce410-4457-4fcb-9c3a-754b2f4707d4.jpg",
    "width": 640
}

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