Dataset Versions

v5

2024-05-31 4:43pm

Generated on May 31, 2024

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Dataset Split

Train Set 90%
1242Images
Valid Set 6%
78Images
Test Set 4%
57Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 30% Maximum Zoom
Grayscale: Apply to 15% of images
Saturation: Between -25% and +25%
Blur: Up to 2.5px
Noise: Up to 0.1% of pixels
Cutout: 6 boxes with 10% size each
Mosaic: Applied
Bounding Box: Shear: ±10° Horizontal, ±10° Vertical

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Traffic sign recognition
Annotate
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train
Labels
Attributes
Raw Data

Annotations

Group:
30mph-20mph

CLASSES

LAYERS

 
30km
1
 
green-traffic-light
2
 
no-parking
1

Unused Classes

10km
20km
40km
No-entry
crossroad-ahead
pedestrian-crossing
pothole
red-traffic-light
roadbump
slow-down

Tags

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

Attributes

vlcsnap-2024-04-27-14h22m00s955.png

1310x770
1.01MP

Updated Sep 24, 56384

3:25AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 93%
Centered on 26%, 49%
Shear Applied Per Bounding Box
Saturation -24%
Blur 2px
Noise 0.01%
Mosaic Applied
Cutout Applied

Annotation History

Loading...

Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "10km": 18,
        "20km": 4,
        "30km": 99,
        "40km": 105,
        "No-entry": 10,
        "crossroad-ahead": 43,
        "green-traffic-light": 118,
        "no-parking": 70,
        "pedestrian-crossing": 72,
        "pothole": 72,
        "red-traffic-light": 130,
        "roadbump": 137,
        "slow-down": 21
    },
    "datasets": [
        "O64WqfbRuJRtqJMwNoae"
    ],
    "destination": "b020a3f64fa393e97c8aec14964f656e",
    "height": 770,
    "id": "EMECzuOanP5vJIMWCw1m",
    "label": [],
    "labels": [],
    "name": "vlcsnap-2024-04-27-14h22m00s955.png",
    "numSteps": 8,
    "owner": "09roQP1eHLUxSWjFrP4WnEf1u383",
    "preprocessing": [
        "auto-orient",
        "crop:[93,0.262773,0.48717]",
        "shear:[[-6,9]]",
        "saturation:[-24]",
        "blur:[2]",
        "noise:[0.01,753532]",
        "mosaic:[47,49,[[0.747899,0.75932],[0.660715,0.976818],[0.399254,0.440266],[0.994493,0.402342]]]",
        "cutout:[{\"masks\":[[10,0.2297658485939238,0.5593251972494724],[10,0.5140829339591897,0.4771148518505821],[10,0.46768052039140673,0.28152206798411084],[10,0.02111163493771162,0.07559554193786489],[10,0.25823179825756504,0.9247234752324818],[10,0.4902939587525956,0.4327132701860821]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 93%<br />Centered on 26%, 49%"
        },
        {
            "name": "Shear",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Saturation",
            "value": "-24%"
        },
        {
            "name": "Blur",
            "value": "2px"
        },
        {
            "name": "Noise",
            "value": "0.01%"
        },
        {
            "name": "Mosaic",
            "value": "Applied"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "EMECzuOanP5vJIMWCw1m",
    "split": "train",
    "split.O64WqfbRuJRtqJMwNoae.5": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[93,0.262773,0.48717]\",\n    \"shear:[[-6,9]]\",\n    \"saturation:[-24]\",\n    \"blur:[2]\",\n    \"noise:[0.01,753532]\",\n    \"mosaic:[47,49,[[0.747899,0.75932],[0.660715,0.976818],[0.399254,0.440266],[0.994493,0.402342]]]\",\n    \"cutout:[{\\\"masks\\\":[[10,0.2297658485939238,0.5593251972494724],[10,0.5140829339591897,0.4771148518505821],[10,0.46768052039140673,0.28152206798411084],[10,0.02111163493771162,0.07559554193786489],[10,0.25823179825756504,0.9247234752324818],[10,0.4902939587525956,0.4327132701860821]]}]\"\n]",
    "updated": 1717163033122,
    "updatedDate": "Sep 24, 56384",
    "updatedTime": "3:25AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "O64WqfbRuJRtqJMwNoae/5"
    ],
    "width": 1310
}
{
    "boxes": [
        {
            "label": "green-traffic-light",
            "x": 281.36,
            "y": 136.19,
            "width": 86.80500000000006,
            "height": 16.06000000000006
        },
        {
            "label": "green-traffic-light",
            "x": 342,
            "y": 501,
            "width": 41,
            "height": 52.5
        },
        {
            "label": "30km",
            "x": 815.71,
            "y": 643.75,
            "width": 54.14499999999998,
            "height": 49.75999999999999
        },
        {
            "label": "no-parking",
            "x": 736.58,
            "y": 650.22,
            "width": 21.529999999999973,
            "height": 20.63000000000011
        }
    ],
    "height": 770,
    "key": "vlcsnap-2024-04-27-14h22m00s955.png",
    "width": 1310
}

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