Dataset Versions

2022-07-13 4:15pm

2022-07-13 4:13pm

2022-07-13 4:12pm

2022-07-13 2:40pm

2022-07-13 2:34pm

2022-07-13 2:30pm

2022-07-13 12:12pm

v2

2022-07-13 2:30pm

Generated on Jul 13, 2022

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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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3443 Total Images

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Dataset Split

Train Set 95%

3255Images

Valid Set 5%

188Images

Test Set %

0Images

Preprocessing

No preprocessing steps were applied.

Augmentations

Outputs per training example: 3

Noise: Up to 5% of pixels

Bounding Box: Rotation: Between -4° and +4°

Bounding Box: Shear: ±7° Horizontal, ±6° Vertical

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train

Labels

Attributes

Raw Data

Annotations

Group:

1

CLASSES

LAYERS

4

3

9

3

Unused Classes

0

1

10

11

12

13

14

15

2

3

5

6

7

8

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Attributes

Gerber_good_start_7.jpg

225x225

0.05MP

Updated May 4, 54500

7:00PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Rotation	Applied Per Bounding Box
Shear	Applied Per Bounding Box
Noise	0.5%

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "0": 270,
        "1": 24,
        "2": 24,
        "3": 334,
        "4": 280,
        "5": 211,
        "6": 190,
        "7": 385,
        "8": 75,
        "9": 84,
        "11": 81,
        "12": 20,
        "13": 31,
        "14": 45,
        "15": 43,
        "16": 32,
        "17": 100
    },
    "datasets": [
        "IZTjOL79RsYwBNAuESKe"
    ],
    "destination": "beb04dad24574d96eb5eed97dbfd29ec",
    "height": 225,
    "id": "XCdb5RK6InVjRcSfYeH0",
    "label": [],
    "labels": [],
    "name": "Gerber_good_start_7.jpg",
    "numSteps": 3,
    "owner": "N7HBUr5VEEvGk9QstXZn",
    "preprocessing": [
        "rotate:[[-2],[-3],[3],[4],[-1],[-4]]",
        "shear:[[-2,4],[2,-2],[6,2],[3,6],[-2,3],[0,-5]]",
        "noise:[0.5,509179]"
    ],
    "preprocessingParsed": [
        {
            "name": "Rotation",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Shear",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Noise",
            "value": "0.5%"
        }
    ],
    "source": "XCdb5RK6InVjRcSfYeH0",
    "split": "train",
    "split.IZTjOL79RsYwBNAuESKe.2": "train",
    "status": "generated",
    "transforms": "[\n    \"rotate:[[-2],[-3],[3],[4],[-1],[-4]]\",\n    \"shear:[[-2,4],[2,-2],[6,2],[3,6],[-2,3],[0,-5]]\",\n    \"noise:[0.5,509179]\"\n]",
    "updated": 1657697425219,
    "updatedDate": "May 4, 54500",
    "updatedTime": "7:00PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "IZTjOL79RsYwBNAuESKe/2"
    ],
    "width": 225
}

{
    "boxes": [
        {
            "label": "4",
            "x": 98,
            "y": 2,
            "width": 8.25,
            "height": 4
        },
        {
            "label": "4",
            "x": 147.5,
            "y": 138.5,
            "width": 9,
            "height": 10
        },
        {
            "label": "9",
            "x": 69,
            "y": 162,
            "width": 50.25,
            "height": 20.5
        },
        {
            "label": "9",
            "x": 165.5,
            "y": 162,
            "width": 50.75,
            "height": 20.5
        },
        {
            "label": "9",
            "x": 116.5,
            "y": 33,
            "width": 57,
            "height": 25.75
        },
        {
            "label": "4",
            "x": 48.5,
            "y": 137,
            "width": 9,
            "height": 10
        }
    ],
    "height": 225,
    "key": "Gerber_good_start_7.jpg",
    "width": 225
}

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