Dataset Versions

v2

2023-05-07 11:09am

Generated on May 6, 2023

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Dataset Split

Train Set 88%
3549Images
Valid Set 8%
337Images
Test Set 4%
169Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 600x600

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Grayscale: Apply to 15% of images
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 4px
Bounding Box: Noise: Up to 10% of pixels

Similar Projects

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Fruit Detection and Classification
Annotate
Show/hide annotations(H)
train
Labels
Attributes
Raw Data

Annotations

Group:
Fruits

Classes

Layers

 
banana
1
 
orange
1
 
pear
1

Unused Classes

apple

Tags

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

Attributes

2154.jpg

600x600
0.36MP

Updated Apr 14, 55315

3:41PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 95%
Centered on 9%, 89%
Resize Stretch to 600x600
Flip Applied Per Bounding Box
Exposure Applied Per Bounding Box
Blur Applied Per Bounding Box
Noise Applied Per Bounding Box
90° Rotate Applied
Saturation 10%
Brightness -12%

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "classes": {
        "apple": 1530,
        "banana": 348,
        "orange": 532,
        "pear": 1493
    },
    "datasets": [
        "KYWDLXDmCvnF2zHYXP16"
    ],
    "destination": "3bc810a51e8026cfdbe73478d62a1d11",
    "height": 600,
    "id": "PC9fsqFKS4nF7C3W5GS9",
    "label": [],
    "labels": [],
    "name": "2154.jpg",
    "numSteps": 10,
    "owner": "zp57kpgbSdeCrNDIQZXRWyXuPp32",
    "preprocessing": [
        "auto-orient",
        "crop:[95,0.088932,0.888934]",
        "resize:[\"Stretch to\",600,600]",
        "flip:[[\"both\"],[],[\"both\"]]",
        "exposure:[[-5],[2],[16]]",
        "blur:[[3.75],[1.75],[1]]",
        "noise:[[4.5,635726],[2.75,315503],[1,992505]]",
        "ninety:[90]",
        "saturation:[10]",
        "brightness:[-12]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 95%<br />Centered on 9%, 89%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 600x600"
        },
        {
            "name": "Flip",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Exposure",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Blur",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Noise",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Saturation",
            "value": "10%"
        },
        {
            "name": "Brightness",
            "value": "-12%"
        }
    ],
    "source": "PC9fsqFKS4nF7C3W5GS9",
    "split": "train",
    "split.KYWDLXDmCvnF2zHYXP16.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[95,0.088932,0.888934]\",\n    \"resize:[\\\"Stretch to\\\",600,600]\",\n    \"flip:[[\\\"both\\\"],[],[\\\"both\\\"]]\",\n    \"exposure:[[-5],[2],[16]]\",\n    \"blur:[[3.75],[1.75],[1]]\",\n    \"noise:[[4.5,635726],[2.75,315503],[1,992505]]\",\n    \"ninety:[90]\",\n    \"saturation:[10]\",\n    \"brightness:[-12]\"\n]",
    "updated": 1683414546105,
    "updatedDate": "Apr 14, 55315",
    "updatedTime": "3:41PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "KYWDLXDmCvnF2zHYXP16/2"
    ],
    "width": 600
}
                            
                            

Annotation Data

{
    "boxes": [
        {
            "label": "banana",
            "x": 202.5,
            "y": 251,
            "width": 405,
            "height": 150
        },
        {
            "label": "pear",
            "x": 269,
            "y": 380,
            "width": 258,
            "height": 140
        },
        {
            "label": "orange",
            "x": 499,
            "y": 378,
            "width": 202,
            "height": 182
        }
    ],
    "height": 600,
    "key": "2154.jpg",
    "width": 600
}
                                

                                

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