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Lego Blocks and Robot Dataset for Project 3

Object Detection

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2023-04-05 7:10pm
v4
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2 years ago
2023-04-05 5:08pm
v3
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2 years ago
2023-04-05 3:11pm
v2
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2 years ago
2023-04-04 11:27pm
v1
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2 years ago
v2

2023-04-05 3:11pm

Generated on Apr 5, 2023
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822 Total Images

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Dataset Split

Train Set 87%
717Images
Valid Set 8%
68Images
Test Set 5%
37Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require at least 80% of images to contain annotations.

Augmentations

Outputs per training example: 3
Shear: ±30° Horizontal, ±30° Vertical
Saturation: Between -50% and +50%
Brightness: Between -50% and +50%
Blur: Up to 1px
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Brightness: Between -25% and +25%

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Lego Blocks and Robot Dataset for Project 3
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Labels
Attributes
Raw Data

Annotations

Group:
legos-and-robots

Classes

Layers

 
robot
2

Unused Classes

blue-4
blue-8
cone
green-16
green-4
green-8
orange-4
orange-8
red-16
red-4
red-8
yellow-16
yellow-4
yellow-8

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Attributes

27robottt.jpg

640x640
0.41MP

Updated Dec 15, 55229

8:51PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Resize Stretch to 640x640
Flip Applied Per Bounding Box
Brightness Applied Per Bounding Box
Shear X: -13°
Y: -16°
Saturation -2%
Brightness 36%
Blur 0.75px

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "classes": {
        "blue-4": 230,
        "blue-8": 132,
        "cone": 76,
        "green-16": 68,
        "green-4": 148,
        "green-8": 137,
        "orange-4": 83,
        "orange-8": 119,
        "red-16": 60,
        "red-4": 129,
        "red-8": 126,
        "robot": 74,
        "yellow-16": 51,
        "yellow-4": 155,
        "yellow-8": 150
    },
    "datasets": [
        "QFnMYTcZhTc45mW7JHPM"
    ],
    "destination": "4af8c016c4d15e82e37d6f9972dbf5f6",
    "height": 640,
    "id": "kBQxg2ZxO0zn7AW7hcUg",
    "label": [],
    "labels": [],
    "name": "27robottt.jpg",
    "numSteps": 8,
    "owner": "qccACIC1q0UoSPNdpB4gQi7FA3s2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "flip:[[],[]]",
        "brightness:[[-2],[3]]",
        "shear:[-13,-16]",
        "saturation:[-2]",
        "brightness:[36]",
        "blur:[0.75]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Flip",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Brightness",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Shear",
            "value": "X: -13°<br/>Y: -16°"
        },
        {
            "name": "Saturation",
            "value": "-2%"
        },
        {
            "name": "Brightness",
            "value": "36%"
        },
        {
            "name": "Blur",
            "value": "0.75px"
        }
    ],
    "source": "kBQxg2ZxO0zn7AW7hcUg",
    "split": "train",
    "split.QFnMYTcZhTc45mW7JHPM.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[[],[]]\",\n    \"brightness:[[-2],[3]]\",\n    \"shear:[-13,-16]\",\n    \"saturation:[-2]\",\n    \"brightness:[36]\",\n    \"blur:[0.75]\"\n]",
    "updated": 1680721908688,
    "updatedDate": "Dec 15, 55229",
    "updatedTime": "8:51PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "QFnMYTcZhTc45mW7JHPM/2"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "robot",
            "x": 361.71396221616055,
            "y": 284.4653521468377,
            "width": 119.35454068362446,
            "height": 136.99560259555585
        },
        {
            "label": "robot",
            "x": 566.6158083908907,
            "y": 246.96781111544254,
            "width": 64.94464458292941,
            "height": 87.23454808645931
        }
    ],
    "height": 640,
    "key": "27robottt.jpg",
    "width": 640
}

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