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Banana Ripeness Classification

Classification

Dataset Versions

Try Pre-Trained Model

augmented3x-ModifiedClasses

3 years ago

augmented3x

3 years ago

original-images_ModifiedClasses

3 years ago

original-images

3 years ago

augmented3x

Generated on Aug 19, 2022

Download Dataset

13478 Total Images

View All Images

Dataset Split

Train Set 87%

11793Images

Valid Set 8%

1123Images

Test Set 4%

562Images

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, 20% Maximum Zoom

Rotation: Between -15° and +15°

Hue: Between -10° and +10°

Saturation: Between -10% and +10%

Brightness: Between -10% and +10%

Exposure: Between -10% and +10%

Blur: Up to 1px

Similar Projects

Annotations

Group:

bananas

musa-acuminata-rotten-a2647219-1d0a-11ec-b498-d8c4975e38aa.jpg

416x416

0.17MP

Updated Jan 30, 54603

7:36PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Crop

Keep 96%
Centered on 60%, 89%

Resize

Stretch to 416x416

90° Rotate

Applied

Rotation

-12°

Hue

-5°

Saturation

-2%

Brightness

10%

Exposure

Blur

0.5px

Raw Data

Source Data

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    "camera": "Generated by Roboflow",
    "datasets": [
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    "destination": "069eb123ec853d377c9fadcc5aa6ff47",
    "height": 416,
    "id": "d9ZOUZtwG9QAnAV272FD",
    "label": [
        "rotten"
    ],
    "labels": [
        "rotten"
    ],
    "name": "musa-acuminata-rotten-a2647219-1d0a-11ec-b498-d8c4975e38aa.jpg",
    "numSteps": 10,
    "owner": "zD7y6XOoQnh7WC160Ae7",
    "preprocessing": [
        "auto-orient",
        "crop:[96,0.595664,0.887828]",
        "resize:[\"Stretch to\",416,416]",
        "ninety:[0]",
        "rotate:[-12]",
        "hue:[-5]",
        "saturation:[-2]",
        "brightness:[10]",
        "exposure:[1]",
        "blur:[0.5]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 96%<br />Centered on 60%, 89%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "-12°"
        },
        {
            "name": "Hue",
            "value": "-5°"
        },
        {
            "name": "Saturation",
            "value": "-2%"
        },
        {
            "name": "Brightness",
            "value": "10%"
        },
        {
            "name": "Exposure",
            "value": "1%"
        },
        {
            "name": "Blur",
            "value": "0.5px"
        }
    ],
    "source": "d9ZOUZtwG9QAnAV272FD",
    "split": "train",
    "split.DTn8AyMj8x1PZVacieE2.3": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[96,0.595664,0.887828]\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"ninety:[0]\",\n    \"rotate:[-12]\",\n    \"hue:[-5]\",\n    \"saturation:[-2]\",\n    \"brightness:[10]\",\n    \"exposure:[1]\",\n    \"blur:[0.5]\"\n]",
    "updated": 1660939587374,
    "updatedDate": "Jan 30, 54603",
    "updatedTime": "7:36PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "DTn8AyMj8x1PZVacieE2/3"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [],
    "height": 416,
    "key": "musa-acuminata-rotten-a2647219-1d0a-11ec-b498-d8c4975e38aa.jpg",
    "width": 416
}

Banana Ripeness Classification

Dataset Versions

augmented3x

13478 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

musa-acuminata-rotten-a2647219-1d0a-11ec-b498-d8c4975e38aa.jpg

Updated Jan 30, 54603

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data