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Pomelo Ripeness Detection using YOLOv7 Network

Classification

Dataset Versions

Versions
2023-08-11 2:58am
v4
·
2 years ago
2023-08-11 2:57am
v3
·
2 years ago
2023-08-05 9:46pm
v2
·
2 years ago
2023-08-05 1:19pm
v1
·
2 years ago
v4

2023-08-11 2:58am

Generated on Aug 10, 2023
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Dataset Split

Train Set 96%
432Images
Valid Set 2%
9Images
Test Set 2%
9Images

Preprocessing

Auto-Orient: Applied
Static Crop: 4-100% Horizontal Region, 28-100% Vertical Region
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 21% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±7° Horizontal, ±15° Vertical

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Pomelo Ripeness Detection using YOLOv7 Network
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Annotations

Group:
Pomelo-Ripeness

Classes

 
Overripe
0

Unused Classes

Ripe

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Attributes

IMG_4735.jpg

640x640
0.41MP

Updated Aug 27, 55577

8:44PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Static Crop X: 4% to 100%
Y: 28% to 100%
Crop Keep 81%
Centered on 11%, 72%
Resize Stretch to 640x640
Flip Vertical
Rotation 14°
Shear X: 2°
Y: -7°

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "liQfdv8i2tNdGO8wwpx3"
    ],
    "destination": "b7362ff4266ad4637d096b3b8f18aa20",
    "height": 640,
    "id": "EXBjyxEcv6RXcuLnzzzN",
    "label": [
        "Overripe"
    ],
    "labels": [
        "Overripe"
    ],
    "name": "IMG_4735.jpg",
    "numSteps": 7,
    "owner": "baGZxc8GMANuskoTQqyqcnj7xZs2",
    "preprocessing": [
        "auto-orient",
        "static-crop:[4,100,28,100]",
        "crop:[81,0.114215,0.716006]",
        "resize:[\"Stretch to\",640,640]",
        "flip:[\"vertical\"]",
        "rotate:[14]",
        "shear:[2,-7]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Static Crop",
            "value": "X: 4% to 100%<br/>Y: 28% to 100%"
        },
        {
            "name": "Crop",
            "value": "Keep 81%<br />Centered on 11%, 72%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Flip",
            "value": "Vertical"
        },
        {
            "name": "Rotation",
            "value": "14°"
        },
        {
            "name": "Shear",
            "value": "X: 2°<br/>Y: -7°"
        }
    ],
    "source": "EXBjyxEcv6RXcuLnzzzN",
    "split": "train",
    "split.liQfdv8i2tNdGO8wwpx3.4": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"static-crop:[4,100,28,100]\",\n    \"crop:[81,0.114215,0.716006]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[\\\"vertical\\\"]\",\n    \"rotate:[14]\",\n    \"shear:[2,-7]\"\n]",
    "updated": 1691694189888,
    "updatedDate": "Aug 27, 55577",
    "updatedTime": "8:44PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "liQfdv8i2tNdGO8wwpx3/4"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [],
    "height": 640,
    "key": "IMG_4735.jpg",
    "width": 640
}
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