Dataset Versions

v3

all

Generated on Apr 29, 2022

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
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.

Dataset Split

Train Set 88%
1500Images
Valid Set 8%
134Images
Test Set 4%
71Images

Preprocessing

Auto-Orient: Applied
Modify Classes: 0 remapped, 0 dropped
Filter Null: Require at least 90% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Grayscale: Apply to 15% of images
Hue: Between -20° and +20°
Saturation: Between -50% and +50%
Brightness: Between -35% and +35%
Exposure: Between -25% and +25%
Blur: Up to 1.5px
Noise: Up to 1% of pixels
Cutout: 3 boxes with 10% size each

Similar Projects

See More
Vehicles-OpenImage
Annotate
6361620bf0d610ac.jpg
Show/hide annotations(H)
train
Labels
Attributes
Raw Data

Annotations

Group:
Vehicles

CLASSES

LAYERS

 
car
4

Unused Classes

Ambulance
Bus
Car
Motorcycle
Truck
passenger
seat belt
windshield

Tags

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

Attributes

6361620bf0d610ac.jpg

1024x765
0.78MP

Updated Apr 29, 2022

10:45AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Modify Classes Applied
Flip Horizontal
Hue -5°
Saturation -13%
Brightness -16%
Exposure -6%
Blur 1.25px
Noise 0.25%
Cutout Applied

Annotation History

Loading...

Raw Data

{
    "camera": "Generated by Roboflow",
    "datasets": [
        "0wmgYLgvmcERnvn8sJXt"
    ],
    "destination": "e1ef1fd268cdd1ec1b2a6153214ccde9",
    "height": 765,
    "id": "Lp0sb7BwgdCQcJoPOoC7",
    "label": [],
    "labels": [],
    "name": "6361620bf0d610ac.jpg",
    "numSteps": 10,
    "owner": "dDQWdGq6s7590vcRiHnX",
    "preprocessing": [
        "auto-orient",
        "remap:[\"f0a4cfe091c09bfaf651e7dbc7b01844\"]",
        "flip:[\"horizontal\"]",
        "hue:[-5]",
        "saturation:[-13]",
        "brightness:[-16]",
        "exposure:[-6]",
        "blur:[1.25]",
        "noise:[0.25,373482]",
        "cutout:[{\"masks\":[[10,0.23241581454580107,0.6721961117381459],[10,0.3350144492474225,0.23870713379916553],[10,0.5450842539770999,0.9824184657443402]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Modify Classes",
            "value": "Applied"
        },
        {
            "name": "Flip",
            "value": "Horizontal"
        },
        {
            "name": "Hue",
            "value": "-5°"
        },
        {
            "name": "Saturation",
            "value": "-13%"
        },
        {
            "name": "Brightness",
            "value": "-16%"
        },
        {
            "name": "Exposure",
            "value": "-6%"
        },
        {
            "name": "Blur",
            "value": "1.25px"
        },
        {
            "name": "Noise",
            "value": "0.25%"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "Lp0sb7BwgdCQcJoPOoC7",
    "split": "train",
    "split.0wmgYLgvmcERnvn8sJXt.3": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"remap:[\\\"f0a4cfe091c09bfaf651e7dbc7b01844\\\"]\",\n    \"flip:[\\\"horizontal\\\"]\",\n    \"hue:[-5]\",\n    \"saturation:[-13]\",\n    \"brightness:[-16]\",\n    \"exposure:[-6]\",\n    \"blur:[1.25]\",\n    \"noise:[0.25,373482]\",\n    \"cutout:[{\\\"masks\\\":[[10,0.23241581454580107,0.6721961117381459],[10,0.3350144492474225,0.23870713379916553],[10,0.5450842539770999,0.9824184657443402]]}]\"\n]",
    "updated": {
        "_seconds": 1651229101,
        "_nanoseconds": 555000000
    },
    "updatedDate": "Apr 29, 2022",
    "updatedTime": "10:45AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "0wmgYLgvmcERnvn8sJXt/3"
    ],
    "width": 1024
}
{
    "boxes": [
        {
            "label": "car",
            "x": 993,
            "y": 372,
            "width": 60,
            "height": 38
        },
        {
            "label": "car",
            "x": 922.5,
            "y": 366,
            "width": 98,
            "height": 41
        },
        {
            "label": "car",
            "x": 850,
            "y": 369.5,
            "width": 76,
            "height": 31
        },
        {
            "label": "car",
            "x": 133,
            "y": 406,
            "width": 264,
            "height": 100
        }
    ],
    "height": 765,
    "key": "6361620bf0d610ac_jpg.rf.3bd49dd6d4f8e7eed70852ce7a9f2c4d.jpg",
    "width": 1024
}

Annotation Editor

Delete
Save (Enter)

Smart Polygon

Click inside to remove area or outside to expand.
Undo
Redo
Simplify
Simple Complex
Delete
Finish (Enter)
110%
Reset