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Group 13 Helmet Detection and Classification

Object Detection

Dataset Versions

Try Pre-Trained Model

Raw Dataset 2-Histogram-

v14

Histogram-3

Generated on Mar 15, 2024

Download Dataset

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.

Other Formats

Choose another format.

2241 Total Images

View All Images

Dataset Split

Train Set 88%

1962Images

Valid Set 8%

186Images

Test Set 4%

93Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Flip: Horizontal

90° Rotate: Clockwise, Counter-Clockwise

Crop: 0% Minimum Zoom, 20% Maximum Zoom

Rotation: Between -15° and +15°

Blur: Up to 0.5px

Noise: Up to 0.1% of pixels

Similar Projects

Annotations

Group:

rider

6-7-60-fps-_mp4-32.jpg

640x640

0.41MP

Updated Jun 3, 56173

2:08PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Crop

Keep 91%
Centered on 61%, 96%

Resize

Stretch to 640x640

90° Rotate

Applied

Rotation

-9°

Blur

0.25px

Noise

0.03%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "classes": {
        "full-faced": 3024,
        "half-faced": 357,
        "invalid": 178,
        "no-helmet": 322,
        "rider": 4569
    },
    "datasets": [
        "OzJCi5LQ5dpADvc0WPj9"
    ],
    "destination": "16449a9ca9d496b2138f7c64d5f14cde",
    "height": 640,
    "id": "QAwx5SAbatrEnhcGUqnp",
    "label": [],
    "labels": [],
    "name": "6-7-60-fps-_mp4-32.jpg",
    "numSteps": 7,
    "owner": "Yq1cxYTIdXWFsvtjwv7BvCb0q263",
    "preprocessing": [
        "auto-orient",
        "crop:[91,0.610061,0.960542]",
        "resize:[\"Stretch to\",640,640]",
        "ninety:[0]",
        "rotate:[-9]",
        "blur:[0.25]",
        "noise:[0.03,625988]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 91%<br />Centered on 61%, 96%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "-9°"
        },
        {
            "name": "Blur",
            "value": "0.25px"
        },
        {
            "name": "Noise",
            "value": "0.03%"
        }
    ],
    "source": "QAwx5SAbatrEnhcGUqnp",
    "split": "train",
    "split.OzJCi5LQ5dpADvc0WPj9.14": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[91,0.610061,0.960542]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"ninety:[0]\",\n    \"rotate:[-9]\",\n    \"blur:[0.25]\",\n    \"noise:[0.03,625988]\"\n]",
    "updated": 1710494806137,
    "updatedDate": "Jun 3, 56173",
    "updatedTime": "2:08PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "OzJCi5LQ5dpADvc0WPj9/14"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "rider",
            "x": 380.5,
            "y": 424,
            "width": 41,
            "height": 103
        },
        {
            "label": "rider",
            "x": 378,
            "y": 314.5,
            "width": 30,
            "height": 56
        },
        {
            "label": "rider",
            "x": 423.5,
            "y": 372.5,
            "width": 30,
            "height": 55
        },
        {
            "label": "rider",
            "x": 442.5,
            "y": 374,
            "width": 29,
            "height": 64
        },
        {
            "label": "rider",
            "x": 447,
            "y": 324,
            "width": 11,
            "height": 11
        },
        {
            "label": "full-faced",
            "x": 447.5,
            "y": 305.5,
            "width": 10,
            "height": 15
        },
        {
            "label": "full-faced",
            "x": 391.5,
            "y": 356.5,
            "width": 20,
            "height": 28
        },
        {
            "label": "full-faced",
            "x": 429,
            "y": 332,
            "width": 17,
            "height": 28
        },
        {
            "label": "full-faced",
            "x": 449,
            "y": 336.5,
            "width": 16,
            "height": 26
        },
        {
            "label": "full-faced",
            "x": 378,
            "y": 283,
            "width": 21,
            "height": 30
        },
        {
            "label": "full-faced",
            "x": 3,
            "y": 412,
            "width": 6,
            "height": 26
        },
        {
            "label": "rider",
            "x": 5.5,
            "y": 474,
            "width": 11,
            "height": 96
        }
    ],
    "height": 640,
    "key": "6-7 (60 fps)_mp4-32.jpg",
    "width": 640
}

Group 13 Helmet Detection and Classification

Dataset Versions

Histogram-3

Popular Download Formats

2241 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

6-7-60-fps-_mp4-32.jpg

Updated Jun 3, 56173

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data