Dataset Versions

v3

2024-08-16 3:57pm

Generated on Aug 16, 2024

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Dataset Split

Train Set 88%
2079Images
Valid Set 8%
198Images
Test Set 4%
99Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 0.1% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied
Electronic wastes
Annotate
463426406-240x180.jpeg
Show/hide annotations(H)
train
Labels
Attributes
Raw Data

Annotations

Group:
mobile-phone-syringe-pcb

CLASSES

LAYERS

 
mobile phone
4

Unused Classes

pcb
syinge
syringe

Tags

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

Attributes

463426406-240x180.jpeg

640x640
0.41MP

Updated Aug 16, 2024

3:57PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 96%
Centered on 4%, 20%
Resize Stretch to 640x640
90° Rotate Applied
Rotation -6°
Shear X: 0°
Y: -1°
Hue
Saturation 23%
Brightness -10%
Exposure 6%
Blur 0px
Noise 0.01%
Mosaic Applied
Cutout Applied

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "syringe": 412,
        "mobile phone": 633,
        "pcb": 1310,
        "syinge": 1
    },
    "datasets": [
        "dVbyhvVoTGNwmi4SiVVK"
    ],
    "destination": "273eca4360a3d011e9131dd25197fc0b",
    "height": 640,
    "id": "6BmWdK5S6aKzieRSAJT2",
    "label": [],
    "labels": [],
    "name": "463426406-240x180.jpeg",
    "numSteps": 14,
    "owner": "TGk8iehiRITYmevRpeZb76r8hTI3",
    "preprocessing": [
        "auto-orient",
        "crop:[96,0.039205,0.20055]",
        "resize:[\"Stretch to\",640,640]",
        "ninety:[-90]",
        "rotate:[-6]",
        "shear:[0,-1]",
        "hue:[7]",
        "saturation:[23]",
        "brightness:[-10]",
        "exposure:[6]",
        "blur:[0]",
        "noise:[0.01,771757]",
        "mosaic:[67,60,[[0.161428,0.742683],[0.253953,0.645942],[0.49542,0.705319],[0.146139,0.511659]]]",
        "cutout:[{\"masks\":[[10,0.39875864681394546,0.6620772246179536],[10,0.6701746457112578,0.841158966408817],[10,0.19915441341680418,0.6991936375048997]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 96%<br />Centered on 4%, 20%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "-6°"
        },
        {
            "name": "Shear",
            "value": "X: 0°<br/>Y: -1°"
        },
        {
            "name": "Hue",
            "value": "7°"
        },
        {
            "name": "Saturation",
            "value": "23%"
        },
        {
            "name": "Brightness",
            "value": "-10%"
        },
        {
            "name": "Exposure",
            "value": "6%"
        },
        {
            "name": "Blur",
            "value": "0px"
        },
        {
            "name": "Noise",
            "value": "0.01%"
        },
        {
            "name": "Mosaic",
            "value": "Applied"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "6BmWdK5S6aKzieRSAJT2",
    "split": "train",
    "split.dVbyhvVoTGNwmi4SiVVK.3": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[96,0.039205,0.20055]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"ninety:[-90]\",\n    \"rotate:[-6]\",\n    \"shear:[0,-1]\",\n    \"hue:[7]\",\n    \"saturation:[23]\",\n    \"brightness:[-10]\",\n    \"exposure:[6]\",\n    \"blur:[0]\",\n    \"noise:[0.01,771757]\",\n    \"mosaic:[67,60,[[0.161428,0.742683],[0.253953,0.645942],[0.49542,0.705319],[0.146139,0.511659]]]\",\n    \"cutout:[{\\\"masks\\\":[[10,0.39875864681394546,0.6620772246179536],[10,0.6701746457112578,0.841158966408817],[10,0.19915441341680418,0.6991936375048997]]}]\"\n]",
    "updated": {
        "_seconds": 1723823877,
        "_nanoseconds": 36000000
    },
    "updatedDate": "Aug 16, 2024",
    "updatedTime": "3:57PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "dVbyhvVoTGNwmi4SiVVK/3"
    ],
    "width": 640
}
{
    "boxes": [
        {
            "label": "mobile phone",
            "x": 214,
            "y": 184,
            "width": 428,
            "height": 368
        },
        {
            "label": "mobile phone",
            "x": 534,
            "y": 171,
            "width": 212,
            "height": 342
        },
        {
            "label": "mobile phone",
            "x": 206.5,
            "y": 409.5,
            "width": 413,
            "height": 51
        },
        {
            "label": "mobile phone",
            "x": 206,
            "y": 562.5,
            "width": 412,
            "height": 155
        }
    ],
    "height": 640,
    "key": "463426406-240x180.jpeg",
    "width": 640
}

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