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Helmet and Rider Detection

Object Detection

Dataset Versions

Try Pre-Trained Model

2022-11-26 7:11pm

2 years ago

2022-11-26 7:11pm

Generated on Nov 26, 2022

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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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2064 Total Images

View All Images

Dataset Split

Train Set 87%

1794Images

Valid Set 9%

180Images

Test Set 4%

90Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Flip: Horizontal

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

Similar Projects

Annotations

Group: Helmet-and-Riders

Full Faced

Half Faced

No Helmet

Rider

Unused Classes

Invalid

Attributes

XVR_ch9_main_20221004170008_20221004180008_mp4-99.jpg

640x640

0.41MP

Updated Feb 11, 54873

4:04AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Rotation

Applied Per Bounding Box

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "KPBFUVSxRuGB3JaG44Gm"
    ],
    "destination": "358cb4dfea55bb09c86cf24eb68fa817",
    "height": 640,
    "id": "gSubAGnqlcDiN5v0vhuY",
    "label": [],
    "labels": [],
    "name": "XVR_ch9_main_20221004170008_20221004180008_mp4-99.jpg",
    "numSteps": 3,
    "owner": "HJ9ot3thPbaLdVzqmKor8lzKALo2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "rotate:[[3],[-12],[-1],[3],[-1],[-4],[7],[14],[-3]]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Rotation",
            "value": "Applied Per Bounding Box"
        }
    ],
    "source": "gSubAGnqlcDiN5v0vhuY",
    "split": "train",
    "split.KPBFUVSxRuGB3JaG44Gm.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"rotate:[[3],[-12],[-1],[3],[-1],[-4],[7],[14],[-3]]\"\n]",
    "updated": 1669461077052,
    "updatedDate": "Feb 11, 54873",
    "updatedTime": "4:04AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "KPBFUVSxRuGB3JaG44Gm/1"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "Rider",
            "x": 586,
            "y": 548,
            "width": 74,
            "height": 173.25
        },
        {
            "label": "Rider",
            "x": 439,
            "y": 365.5,
            "width": 69.75,
            "height": 105.75
        },
        {
            "label": "Rider",
            "x": 510,
            "y": 354.5,
            "width": 60.25,
            "height": 89.25
        },
        {
            "label": "No Helmet",
            "x": 399,
            "y": 306.5,
            "width": 16.25,
            "height": 25.25
        },
        {
            "label": "Full Faced",
            "x": 452,
            "y": 326.5,
            "width": 27.75,
            "height": 42.75
        },
        {
            "label": "Full Faced",
            "x": 516,
            "y": 328.5,
            "width": 25,
            "height": 35.25
        },
        {
            "label": "Full Faced",
            "x": 601.5,
            "y": 485.5,
            "width": 31.25,
            "height": 50.5
        },
        {
            "label": "Half Faced",
            "x": 588.5,
            "y": 494,
            "width": 23.5,
            "height": 43.75
        },
        {
            "label": "Half Faced",
            "x": 528,
            "y": 322.5,
            "width": 12.75,
            "height": 32
        }
    ],
    "height": 640,
    "key": "XVR_ch9_main_20221004170008_20221004180008_mp4-99.jpg",
    "width": 640
}

Helmet and Rider Detection

Dataset Versions

2022-11-26 7:11pm

Popular Download Formats

2064 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Attributes

XVR_ch9_main_20221004170008_20221004180008_mp4-99.jpg

Updated Feb 11, 54873

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data