Dataset Versions

v1

2022-10-05 9:46pm

Generated on Oct 5, 2022

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Dataset Split

Train Set 90%
78Images
Valid Set 7%
6Images
Test Set 3%
3Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 24% Maximum Zoom
Shear: ±17° Horizontal, ±9° Vertical
Grayscale: Apply to 26% of images
Hue: Between -25° and +25°
Brightness: Between -25% and +25%
Blur: Up to 10px
Noise: Up to 5% of pixels
Mosaic: Applied

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Labels
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Raw Data

Annotations

Group:
Garbage

CLASSES

LAYERS

 
Garbage
3

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Attributes

18.jpg

416x416
0.17MP

Updated Oct 5, 2022

4:16PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 85%
Centered on 40%, 77%
Resize Stretch to 416x416
Flip Both
90° Rotate Applied
Shear X: -5°
Y: -3°
Hue
Brightness 1%
Blur 9.5px
Noise 1.5%
Mosaic Applied

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "Garbage": -2
    },
    "datasets": [
        "xW7WJZYawX5cX7lNfy6m"
    ],
    "destination": "2b871fe4d550792818ebc19161238f0b",
    "height": 416,
    "id": "TWXi3VmZb5MnYO5aFekI",
    "label": [],
    "labels": [],
    "name": "18.jpg",
    "numSteps": 11,
    "owner": "cD1t60WvULQQTmz2PJf5OvvOXQ62",
    "preprocessing": [
        "auto-orient",
        "crop:[85,0.395738,0.774937]",
        "resize:[\"Stretch to\",416,416]",
        "flip:[\"both\"]",
        "ninety:[-90]",
        "shear:[-5,-3]",
        "hue:[9]",
        "brightness:[1]",
        "blur:[9.5]",
        "noise:[1.5,731472]",
        "mosaic:[61,57,[[0.576216,0.599583],[0.255241,0.774664],[0.409511,0.762482],[0.908076,0.382076]]]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 85%<br />Centered on 40%, 77%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Flip",
            "value": "Both"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Shear",
            "value": "X: -5°<br/>Y: -3°"
        },
        {
            "name": "Hue",
            "value": "9°"
        },
        {
            "name": "Brightness",
            "value": "1%"
        },
        {
            "name": "Blur",
            "value": "9.5px"
        },
        {
            "name": "Noise",
            "value": "1.5%"
        },
        {
            "name": "Mosaic",
            "value": "Applied"
        }
    ],
    "source": "TWXi3VmZb5MnYO5aFekI",
    "split": "train",
    "split.xW7WJZYawX5cX7lNfy6m.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[85,0.395738,0.774937]\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"flip:[\\\"both\\\"]\",\n    \"ninety:[-90]\",\n    \"shear:[-5,-3]\",\n    \"hue:[9]\",\n    \"brightness:[1]\",\n    \"blur:[9.5]\",\n    \"noise:[1.5,731472]\",\n    \"mosaic:[61,57,[[0.576216,0.599583],[0.255241,0.774664],[0.409511,0.762482],[0.908076,0.382076]]]\"\n]",
    "updated": {
        "_seconds": 1664986593,
        "_nanoseconds": 257000000
    },
    "updatedDate": "Oct 5, 2022",
    "updatedTime": "4:16PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "xW7WJZYawX5cX7lNfy6m/1"
    ],
    "width": 416
}
{
    "boxes": [
        {
            "label": "Garbage",
            "x": 126.5,
            "y": 118.5,
            "width": 253,
            "height": 237
        },
        {
            "label": "Garbage",
            "x": 334.5,
            "y": 118.5,
            "width": 163,
            "height": 237
        },
        {
            "label": "Garbage",
            "x": 43.5,
            "y": 326.5,
            "width": 87,
            "height": 179
        }
    ],
    "height": 416,
    "key": "18.jpg",
    "width": 416
}

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