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Vehicle_Helmet_Detection_PPS

Object Detection

Dataset Versions

Try Pre-Trained Model

2023-12-31 4:06pm

Generated on Dec 31, 2023

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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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2310 Total Images

View All Images

Dataset Split

Train Set 88%

2024Images

Valid Set 8%

191Images

Test Set 4%

95Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2

90° Rotate: Clockwise, Counter-Clockwise, Upside Down

Grayscale: Apply to 38% of images

Similar Projects

Annotations

Group:

Helmet

Image-1-_jpeg.jpg

640x640

0.41MP

Updated Mar 18, 55968

11:22PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

90° Rotate

Applied

Grayscale

Applied

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "sMMb3nv8MaO8APBoqziy"
    ],
    "destination": "0400498d4160956dce4428df23a2c78f",
    "height": 640,
    "id": "3GSRH5mJQ4TF4dCWloK3",
    "label": [],
    "labels": [],
    "name": "Image-1-_jpeg.jpg",
    "numSteps": 4,
    "owner": "O7VKfZ0QjITP5k4dIlTBA2yrHDs2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "ninety:[90]",
        "grayscale"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Grayscale",
            "value": "Applied"
        }
    ],
    "source": "3GSRH5mJQ4TF4dCWloK3",
    "split": "train",
    "split.sMMb3nv8MaO8APBoqziy.3": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"ninety:[90]\",\n    \"grayscale\"\n]",
    "updated": 1704018986560,
    "updatedDate": "Mar 18, 55968",
    "updatedTime": "11:22PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "sMMb3nv8MaO8APBoqziy/3"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "With Helmet",
            "x": 154,
            "y": 269.5,
            "width": 308,
            "height": 329
        }
    ],
    "height": 640,
    "key": "Image-1-_jpeg.rf.7eb41f7d3209a55289dd9cd7c5a92d7b.jpg",
    "width": 640
}

Vehicle_Helmet_Detection_PPS

Dataset Versions

2023-12-31 4:06pm

Popular Download Formats

2310 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

Image-1-_jpeg.jpg

Updated Mar 18, 55968

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data