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a247941f-57c8-4413-8f25-0889cd5f3511

Object Detection

Dataset Versions

Try Pre-Trained Model

v10

2024-04-08 9:02am

Generated on Apr 8, 2024

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Popular Download Formats

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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1874 Total Images

View All Images

Dataset Split

Train Set 87%

1635Images

Valid Set 8%

156Images

Test Set 4%

83Images

Preprocessing

Auto-Orient: Applied

Resize: Fit (black edges) in 280x280

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Rotation: Between -15° and +15°

Grayscale: Apply to 25% of images

Brightness: Between -25% and +25%

Exposure: Between -25% and +25%

Blur: Up to 2.5px

Noise: Up to 5% of pixels

Similar Projects

Annotations

Group:

conduit

20230622_105852.jpg

280x280

0.08MP

Updated Nov 10, 56238

7:02PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Fit (black edges) in 280x280

Flip

Vertical

Rotation

-5°

Brightness

-4%

Exposure

-3%

Blur

1.5px

Noise

3.3%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "2erdaUglhJuZHznUTvDN"
    ],
    "destination": "e0ea7181c24f6da5172b6054ed58c279",
    "height": 280,
    "id": "dfMb07rx1HzxLgVMcpRB",
    "label": [],
    "labels": [],
    "name": "20230622_105852.jpg",
    "numSteps": 8,
    "owner": "DCezHImn8UVJvjJNfVf5bdKPZrb2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Fit (black edges) in\",280,280]",
        "flip:[\"vertical\"]",
        "rotate:[-5]",
        "brightness:[-4]",
        "exposure:[-3]",
        "blur:[1.5]",
        "noise:[3.3,950955]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Fit (black edges) in 280x280"
        },
        {
            "name": "Flip",
            "value": "Vertical"
        },
        {
            "name": "Rotation",
            "value": "-5°"
        },
        {
            "name": "Brightness",
            "value": "-4%"
        },
        {
            "name": "Exposure",
            "value": "-3%"
        },
        {
            "name": "Blur",
            "value": "1.5px"
        },
        {
            "name": "Noise",
            "value": "3.3%"
        }
    ],
    "source": "dfMb07rx1HzxLgVMcpRB",
    "split": "train",
    "split.2erdaUglhJuZHznUTvDN.10": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Fit (black edges) in\\\",280,280]\",\n    \"flip:[\\\"vertical\\\"]\",\n    \"rotate:[-5]\",\n    \"brightness:[-4]\",\n    \"exposure:[-3]\",\n    \"blur:[1.5]\",\n    \"noise:[3.3,950955]\"\n]",
    "updated": 1712559783774,
    "updatedDate": "Nov 10, 56238",
    "updatedTime": "7:02PM",
    "updatedTimezone": "+00:00",
    "user_tags": [],
    "versions": [
        "2erdaUglhJuZHznUTvDN/10"
    ],
    "width": 280
}

Annotation Data

{
    "boxes": [],
    "height": 280,
    "key": "20230622_105852.jpg",
    "width": 280
}

a247941f-57c8-4413-8f25-0889cd5f3511

Dataset Versions

2024-04-08 9:02am

Popular Download Formats

1874 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

20230622_105852.jpg

Updated Nov 10, 56238

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data