Dataset Versions

v5

2024-08-04 9:45am

Generated on Aug 4, 2024

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Dataset Split

Train Set 88%
14982Images
Valid Set 10%
1641Images
Test Set 3%
498Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Grayscale: Apply to 20% of images
Saturation: Between -30% and +30%
Brightness: Between -20% and +20%
Bounding Box: Exposure: Between -5% and +5%
Vehicles Detection
Annotate
image2024-05-31_20-58-13.jpg
Show/hide annotations(H)
train
Labels
Attributes
Raw Data

Annotations

Group:
vehicles

CLASSES

LAYERS

 
passengerCar
3

Unused Classes

agricultural
bus
cyclist
emergencyVehicle
heavyTruck
lightTruck
moped
motorcycle
pedestrian
personGroup
personOnSkatesWithStroller
specialVehicle
trailer
tram
unknown

Tags

No Tags Applied
Type and select tags below to add them to the image.

Attributes

image2024-05-31_20-58-13.jpg

640x640
0.41MP

Updated Aug 4, 2024

9:45AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Resize Stretch to 640x640
Exposure Applied Per Bounding Box
Saturation -14%
Brightness -16%

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "motorcycle": 525,
        "trailer": 7,
        "bus": 76,
        "cyclist": 463,
        "personGroup": 125,
        "moped": 141,
        "pedestrian": 1388,
        "lightTruck": 1367,
        "emergencyVehicle": 12,
        "passengerCar": 16972,
        "heavyTruck": 24
    },
    "datasets": [
        "9fi2AUvoicFV4OYQbvWD"
    ],
    "destination": "746557270fcf7be0a7c70102f781c39e",
    "height": 640,
    "id": "0r2Li9cYru1uxuMgQTqE",
    "label": [],
    "labels": [],
    "name": "image2024-05-31_20-58-13.jpg",
    "numSteps": 5,
    "owner": "zbRD9aNTCMf4C7WV6AKx9ymWEUE2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "exposure:[[-3],[-1],[3]]",
        "saturation:[-14]",
        "brightness:[-16]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Exposure",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Saturation",
            "value": "-14%"
        },
        {
            "name": "Brightness",
            "value": "-16%"
        }
    ],
    "source": "0r2Li9cYru1uxuMgQTqE",
    "split": "train",
    "split.9fi2AUvoicFV4OYQbvWD.5": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"exposure:[[-3],[-1],[3]]\",\n    \"saturation:[-14]\",\n    \"brightness:[-16]\"\n]",
    "updated": {
        "_seconds": 1722764734,
        "_nanoseconds": 919000000
    },
    "updatedDate": "Aug 4, 2024",
    "updatedTime": "9:45AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "9fi2AUvoicFV4OYQbvWD/5"
    ],
    "width": 640
}
{
    "boxes": [
        {
            "label": "passengerCar",
            "x": 381,
            "y": 223,
            "width": 34.25,
            "height": 41.75
        },
        {
            "label": "passengerCar",
            "x": 511.5,
            "y": 298.5,
            "width": 63,
            "height": 75
        },
        {
            "label": "passengerCar",
            "x": 327,
            "y": 167,
            "width": 8,
            "height": 14
        }
    ],
    "height": 640,
    "key": "image2024-05-31_20-58-13.jpg",
    "width": 640
}

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