Dataset Versions

v1

2022-11-06 11:15pm

Generated on Nov 6, 2022

Dataset Split

Train Set 87%
11352Images
Valid Set 8%
1100Images
Test Set 4%
538Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 30% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±20° Horizontal, ±20° Vertical
Hue: Between -25° and +25°
Saturation: Between -30% and +30%
Brightness: Between -40% and +40%
Exposure: Between -20% and +20%
Cutout: 4 boxes with 15% size each
Road_CLS_Quality
Annotate
asphalt_bad_000000084.png
Show/hide annotations(H)
train
Labels
Attributes
Raw Data

Annotations

Group:
7

CLASSES

 
Asphalt_Bad
0

Unused Classes

Asphalt_Regular
Paved_Bad
Paved_Regular
Rain
Unpaved_Bad
Unpaved_Regular

Tags

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

Attributes

asphalt_bad_000000084.png

416x416
0.17MP

Updated Nov 6, 2022

3:15PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 79%
Centered on 81%, 19%
Resize Stretch to 416x416
Rotation 12°
Shear X: -14°
Y: 12°
Hue 23°
Saturation 29%
Brightness -32%
Exposure 5%
Cutout Applied

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "Paved_Bad": 107,
        "Rain": 728,
        "Asphalt_Bad": 412,
        "Unpaved_Bad": 568,
        "Asphalt_Regular": 2551,
        "Paved_Regular": 305,
        "Unpaved_Regular": 751
    },
    "datasets": [
        "hFrfv6mB0KyNjR8VXYu9"
    ],
    "destination": "5ac5b1cfd6716f98b8756a0649cf991e",
    "height": 416,
    "id": "zZiclJXcHjbxHMgM1moB",
    "label": [
        "Asphalt_Bad"
    ],
    "labels": [
        "Asphalt_Bad"
    ],
    "name": "asphalt_bad_000000084.png",
    "numSteps": 10,
    "owner": "JGjP273zASevDO5sEbmUdNC8XDv1",
    "preprocessing": [
        "auto-orient",
        "crop:[79,0.809747,0.190846]",
        "resize:[\"Stretch to\",416,416]",
        "rotate:[12]",
        "shear:[-14,12]",
        "hue:[23]",
        "saturation:[29]",
        "brightness:[-32]",
        "exposure:[5]",
        "cutout:[{\"masks\":[[15,0.5876129108873118,0.44624579966224265],[15,0.43669516388733376,0.1759335633598036],[15,0.9085529453463619,0.7215024815724747],[15,0.0968507867829751,0.22338397489640283]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 79%<br />Centered on 81%, 19%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Rotation",
            "value": "12°"
        },
        {
            "name": "Shear",
            "value": "X: -14°<br/>Y: 12°"
        },
        {
            "name": "Hue",
            "value": "23°"
        },
        {
            "name": "Saturation",
            "value": "29%"
        },
        {
            "name": "Brightness",
            "value": "-32%"
        },
        {
            "name": "Exposure",
            "value": "5%"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "zZiclJXcHjbxHMgM1moB",
    "split": "train",
    "split.hFrfv6mB0KyNjR8VXYu9.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[79,0.809747,0.190846]\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"rotate:[12]\",\n    \"shear:[-14,12]\",\n    \"hue:[23]\",\n    \"saturation:[29]\",\n    \"brightness:[-32]\",\n    \"exposure:[5]\",\n    \"cutout:[{\\\"masks\\\":[[15,0.5876129108873118,0.44624579966224265],[15,0.43669516388733376,0.1759335633598036],[15,0.9085529453463619,0.7215024815724747],[15,0.0968507867829751,0.22338397489640283]]}]\"\n]",
    "updated": {
        "_seconds": 1667747737,
        "_nanoseconds": 3000000
    },
    "updatedDate": "Nov 6, 2022",
    "updatedTime": "3:15PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "hFrfv6mB0KyNjR8VXYu9/1"
    ],
    "width": 416
}
{
    "boxes": [],
    "height": 416,
    "key": "asphalt_bad_000000084.png",
    "width": 416
}
  1. 1
    Asphalt_Bad
  2. 2
    Asphalt_Regular
  3. 3
    Paved_Bad
  4. 4
    Paved_Regular
  5. 5
    Rain
  6. 6
    Unpaved_Bad
  7. 7
    Unpaved_Regular
260%
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