Edit Project

Mango Leaf Disease Detection

Object Detection

Dataset Versions

Try Pre-Trained Model

using YOLOv8

Generated on Jul 15, 2024

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Popular Download Formats

YOLOv11

TXT annotations and YAML config used with YOLOv11.

YOLOv9

TXT annotations and YAML config used with YOLOv9.

YOLOv8

TXT annotations and YAML config used with YOLOv8.

YOLOv5

TXT annotations and YAML config used with YOLOv5.

YOLOv7

TXT annotations and YAML config used with YOLOv7.

COCO JSON

COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.

YOLO Darknet

Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.

Pascal VOC XML

Common XML annotation format for local data munging (pioneered by ImageNet).

TFRecord

TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.

PaliGemma

PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.

CreateML JSON

CreateML JSON format is used with Apple's CreateML and Turi Create tools.

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Choose another format.

360 Total Images

View All Images

Dataset Split

Train Set 88%

315Images

Valid Set 8%

30Images

Test Set 4%

15Images

Preprocessing

Auto-Orient: Applied

Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Rotation: Between -15° and +15°

Shear: ±10° Horizontal, ±10° Vertical

Brightness: Between -17% and +17%

Exposure: Between -10% and +10%

Blur: Up to 2.5px

Similar Projects

Annotations

Group:

leaf-disease

photo_2024-07-13_18-05-27.jpg

640x640

0.41MP

Updated Feb 9, 56507

6:23PM

GMT+00:00

Generated by Roboflow

Validation Set

Transforms

Auto-Orient

Applied

Static Crop

X: 25% to 75%
Y: 25% to 75%

Resize

Stretch to 640x640

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "ut4rt7XId2Ya8T4MMtB0"
    ],
    "destination": "5c7e892983b4499fe3c9d25d46950fa1",
    "height": 640,
    "id": "2sWLeQ6teOK8s390XLc2",
    "label": [],
    "labels": [],
    "name": "photo_2024-07-13_18-05-27.jpg",
    "numSteps": 3,
    "owner": "XWlu8lv8oWd5ftqUztvgCflb63y2",
    "preprocessing": [
        "auto-orient",
        "static-crop:[25,75,25,75]",
        "resize:[\"Stretch to\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Static Crop",
            "value": "X: 25% to 75%<br/>Y: 25% to 75%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        }
    ],
    "source": "2sWLeQ6teOK8s390XLc2",
    "split": "valid",
    "split.ut4rt7XId2Ya8T4MMtB0.5": "valid",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"static-crop:[25,75,25,75]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\"\n]",
    "updated": 1721024907805,
    "updatedDate": "Feb 9, 56507",
    "updatedTime": "6:23PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "ut4rt7XId2Ya8T4MMtB0/5"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "bacterial-cranker",
            "x": 334.5,
            "y": 155.5,
            "width": 258.5,
            "height": 311
        },
        {
            "label": "bacterial-cranker",
            "x": 238,
            "y": 513.5,
            "width": 476,
            "height": 253
        }
    ],
    "height": 640,
    "key": "photo_2024-07-13_18-05-27.jpg",
    "width": 640
}

Mango Leaf Disease Detection

Dataset Versions

using YOLOv8

Popular Download Formats

360 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

photo_2024-07-13_18-05-27.jpg

Updated Feb 9, 56507

Generated by Roboflow

Validation Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data