Eggplant and Weeds Detection

Object Detection

Dataset Versions

Try Pre-Trained Model

Augmented 3x -4 AGS - Reduced 1k - 320x320

Augmented 3x - Reduced 1k - 320x320

Raw - Reduced 1k - 320x320

Raw - Reduced 1k - 224x224

Augmented - Reduced 1k - 640x640

Raw - Reduced 1k - 640x640

Augmented - 1k - 640x640

Raw - 1k - 640x640

Raw - 320 x 320

Raw - 224 x 224

2nd Version - Augmented - 640x640

1st Version - Normal - 640x640

v1

1st Version - Normal - 640x640

Generated on Mar 4, 2024

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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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753 Total Images

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Dataset Split

Train Set 80%

601Images

Valid Set 10%

76Images

Test Set 10%

76Images

Preprocessing

Auto-Orient: Applied

Resize: Fit (black edges) in 640x640

Augmentations

No augmentations were applied.

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Eggplant and Weeds Detection

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6 / 12

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test

Labels

Attributes

Raw Data

Annotations

Group:

plants

CLASSES

LAYERS

Eggplant

1

Weeds

23

Tags

No Tags Applied

Type and select tags below to add them to the image.

Attributes

00046.jpg

640x640

0.41MP

Updated May 15, 56220

10:18PM

GMT+00:00

Generated by Roboflow

Testing Set

Transforms

Auto-Orient	Applied
Resize	Fit (black edges) in 640x640

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "Eggplant": 1027,
        "Weeds": 1335
    },
    "datasets": [
        "MuDEyCkAVN01OM6FXmNf"
    ],
    "destination": "20eba1691546e9945b94caed30ca2e3b",
    "height": 640,
    "id": "UWMQi7RBtJSwEYMolG9y",
    "label": [],
    "labels": [],
    "name": "00046.jpg",
    "numSteps": 2,
    "owner": "g7lvuPLgEaZBDtZBAIX1WbAKxkw2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Fit (black edges) in\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Fit (black edges) in 640x640"
        }
    ],
    "source": "UWMQi7RBtJSwEYMolG9y",
    "split": "test",
    "split.MuDEyCkAVN01OM6FXmNf.1": "test",
    "split.MuDEyCkAVN01OM6FXmNf.2": "test",
    "split.MuDEyCkAVN01OM6FXmNf.5": "test",
    "split.MuDEyCkAVN01OM6FXmNf.6": "test",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Fit (black edges) in\\\",640,640]\"\n]",
    "updated": 1711976336308,
    "updatedDate": "May 15, 56220",
    "updatedTime": "10:18PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "MuDEyCkAVN01OM6FXmNf/1",
        "MuDEyCkAVN01OM6FXmNf/2",
        "MuDEyCkAVN01OM6FXmNf/5",
        "MuDEyCkAVN01OM6FXmNf/6"
    ],
    "width": 640
}

{
    "boxes": [
        {
            "label": "Eggplant",
            "x": 356,
            "y": 325,
            "width": 85,
            "height": 131
        },
        {
            "label": "Weeds",
            "x": 329,
            "y": 366,
            "width": 13,
            "height": 28
        },
        {
            "label": "Weeds",
            "x": 518,
            "y": 306,
            "width": 16,
            "height": 14
        },
        {
            "label": "Weeds",
            "x": 463,
            "y": 301,
            "width": 22,
            "height": 23
        },
        {
            "label": "Weeds",
            "x": 463,
            "y": 125,
            "width": 76,
            "height": 49
        },
        {
            "label": "Weeds",
            "x": 529,
            "y": 414,
            "width": 19,
            "height": 17
        },
        {
            "label": "Weeds",
            "x": 569,
            "y": 460,
            "width": 12,
            "height": 19
        },
        {
            "label": "Weeds",
            "x": 591,
            "y": 457,
            "width": 17,
            "height": 20
        },
        {
            "label": "Weeds",
            "x": 627,
            "y": 528,
            "width": 15,
            "height": 28
        },
        {
            "label": "Weeds",
            "x": 508,
            "y": 190,
            "width": 15,
            "height": 19
        },
        {
            "label": "Weeds",
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            "y": 123,
            "width": 114,
            "height": 83
        },
        {
            "label": "Weeds",
            "x": 37,
            "y": 146,
            "width": 16,
            "height": 19
        },
        {
            "label": "Weeds",
            "x": 224,
            "y": 95,
            "width": 36,
            "height": 30
        },
        {
            "label": "Weeds",
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            "y": 109,
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            "height": 58
        },
        {
            "label": "Weeds",
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            "y": 93,
            "width": 28,
            "height": 26
        },
        {
            "label": "Weeds",
            "x": 491,
            "y": 203,
            "width": 15,
            "height": 18
        },
        {
            "label": "Weeds",
            "x": 219,
            "y": 406,
            "width": 19,
            "height": 19
        },
        {
            "label": "Weeds",
            "x": 88,
            "y": 421,
            "width": 24,
            "height": 19
        },
        {
            "label": "Weeds",
            "x": 103,
            "y": 524,
            "width": 23,
            "height": 45
        },
        {
            "label": "Weeds",
            "x": 49,
            "y": 545,
            "width": 17,
            "height": 14
        },
        {
            "label": "Weeds",
            "x": 17,
            "y": 478,
            "width": 17,
            "height": 15
        },
        {
            "label": "Weeds",
            "x": 13,
            "y": 228,
            "width": 17,
            "height": 32
        },
        {
            "label": "Weeds",
            "x": 358,
            "y": 449,
            "width": 10,
            "height": 14
        },
        {
            "label": "Weeds",
            "x": 147,
            "y": 185,
            "width": 16,
            "height": 17
        }
    ],
    "height": 640,
    "key": "00046.jpg",
    "width": 640
}

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