Crop and Weed detection and classification using computer vision and deep learning models

Object Detection

Dataset Versions

v1

2023-01-11 10:10pm

Generated on Jan 11, 2023

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Dataset Split

Train Set 82%
1764Images
Valid Set 12%
253Images
Test Set 6%
127Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
90° Rotate: Clockwise, Counter-Clockwise
Brightness: Between -25% and +25%

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Crop and Weed detection and classification using computer vision and deep learning models
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Labels
Attributes
Raw Data

Annotations

Group: crops-and-weed
 
Okra
2

Unused Classes

Bengal gram
Bermudagrass weed
Chrozophora weed
Cotton
Maize
Parthenium weed
Peanut
Sorghum
Velvetleaf weed
weed

Attributes

final-okra111.jpg

640x640
0.41MP

Updated Sep 7, 54999

10:08PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Resize Stretch to 640x640
90° Rotate Applied
Brightness 1%

Annotation History

Loading...

Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "Bengal gram": 247,
        "Bermudagrass weed": 210,
        "Chrozophora weed": 229,
        "Cotton": 149,
        "Maize": 96,
        "Okra": 142,
        "Parthenium weed": 237,
        "Peanut": 83,
        "Sorghum": 224,
        "Velvetleaf weed": 118,
        "weed": 469
    },
    "datasets": [
        "2gklo8mJU8nfYhrgCWIg"
    ],
    "destination": "9c180875c90c923a34a0ec27e066bc79",
    "height": 640,
    "id": "e6O930Fo5WPbh7QoWyD2",
    "label": [],
    "labels": [],
    "name": "final-okra111.jpg",
    "numSteps": 4,
    "owner": "gLpzTuGz8vfabDrV9pD5PO128DQ2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "ninety:[90]",
        "brightness:[1]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Brightness",
            "value": "1%"
        }
    ],
    "source": "e6O930Fo5WPbh7QoWyD2",
    "split": "train",
    "split.2gklo8mJU8nfYhrgCWIg.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"ninety:[90]\",\n    \"brightness:[1]\"\n]",
    "updated": 1673455241289,
    "updatedDate": "Sep 7, 54999",
    "updatedTime": "10:08PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "2gklo8mJU8nfYhrgCWIg/1"
    ],
    "width": 640
}
{
    "boxes": [
        {
            "type": "polygon",
            "label": "Okra",
            "x": 263.75,
            "y": 341.25,
            "width": 37.5,
            "height": 67.5,
            "points": [
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                ],
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                ],
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                [
                    253.75,
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                ],
                [
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                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Okra",
            "x": 368.75,
            "y": 373.125,
            "width": 162.5,
            "height": 146.25,
            "points": [
                [
                    306.25,
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                ],
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                ],
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                ],
                [
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                ]
            ]
        }
    ],
    "height": 640,
    "key": "final okra111.jpg",
    "width": 640
}

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