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
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Labels
Attributes
Raw Data

Annotations

Group:
30mph-20mph

CLASSES

LAYERS

 
10km
1
 
crossroad-ahead
1
 
no-parking
1
 
roadbump
1

Unused Classes

20km
30km
40km
No-entry
green-traffic-light
pedestrian-crossing
pothole
red-traffic-light
slow-down

Tags

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

Attributes

road425.png

748x748
0.56MP

Updated Sep 24, 56384

3:21AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 78%
Centered on 8%, 80%
Shear Applied Per Bounding Box
Saturation 6%
Blur 1px
Noise 0.08%
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": "2283b5216a032c9769f4a64a0f16d47c",
    "height": 748,
    "id": "iUt8z917s3ZSmBGT4LxS",
    "label": [],
    "labels": [],
    "name": "road425.png",
    "numSteps": 8,
    "owner": "09roQP1eHLUxSWjFrP4WnEf1u383",
    "preprocessing": [
        "auto-orient",
        "crop:[78,0.075806,0.798476]",
        "shear:[[-7,-3]]",
        "saturation:[6]",
        "blur:[1]",
        "noise:[0.08,591293]",
        "mosaic:[63,42,[[0.99691,0.858616],[0.729078,0.15299],[0.429232,0.369732],[0.654304,0.733638]]]",
        "cutout:[{\"masks\":[[10,0.8540593119912654,0.12650159050509324],[10,0.189987396069625,0.6251818764913544],[10,0.6756271079134202,0.5846828897697083],[10,0.016541509605632276,0.5603358889415209],[10,0.11068446520159303,0.52043462829261],[10,0.6885186625521253,0.005258822874171898]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 78%<br />Centered on 8%, 80%"
        },
        {
            "name": "Shear",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Saturation",
            "value": "6%"
        },
        {
            "name": "Blur",
            "value": "1px"
        },
        {
            "name": "Noise",
            "value": "0.08%"
        },
        {
            "name": "Mosaic",
            "value": "Applied"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "iUt8z917s3ZSmBGT4LxS",
    "split": "train",
    "split.O64WqfbRuJRtqJMwNoae.5": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[78,0.075806,0.798476]\",\n    \"shear:[[-7,-3]]\",\n    \"saturation:[6]\",\n    \"blur:[1]\",\n    \"noise:[0.08,591293]\",\n    \"mosaic:[63,42,[[0.99691,0.858616],[0.729078,0.15299],[0.429232,0.369732],[0.654304,0.733638]]]\",\n    \"cutout:[{\\\"masks\\\":[[10,0.8540593119912654,0.12650159050509324],[10,0.189987396069625,0.6251818764913544],[10,0.6756271079134202,0.5846828897697083],[10,0.016541509605632276,0.5603358889415209],[10,0.11068446520159303,0.52043462829261],[10,0.6885186625521253,0.005258822874171898]]}]\"\n]",
    "updated": 1717163032867,
    "updatedDate": "Sep 24, 56384",
    "updatedTime": "3:21AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "O64WqfbRuJRtqJMwNoae/5"
    ],
    "width": 748
}
{
    "boxes": [
        {
            "label": "no-parking",
            "x": 198.5,
            "y": 223,
            "width": 95,
            "height": 49
        },
        {
            "label": "crossroad-ahead",
            "x": 163,
            "y": 365.5,
            "width": 47,
            "height": 26.5
        },
        {
            "label": "10km",
            "x": 298.5,
            "y": 427.5,
            "width": 15.5,
            "height": 9
        },
        {
            "label": "roadbump",
            "x": 616,
            "y": 515.5,
            "width": 7.5,
            "height": 19
        }
    ],
    "height": 748,
    "key": "road425.png",
    "width": 748
}

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