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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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Attributes
Raw Data

Annotations

Group:
legos-and-robots

Classes

Layers

 
blue-4
2
 
blue-8
1
 
yellow-8
1

Unused Classes

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

Tags

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Attributes

123.jpg

640x640
0.41MP

Updated Dec 15, 55229

8:54PM
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: 3°
Y: -21°
Saturation -18%
Brightness 3%
Blur 0.75px

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "QFnMYTcZhTc45mW7JHPM"
    ],
    "destination": "0a3235503a2a93216a3cbe0926e95283",
    "height": 640,
    "id": "Zo8FxpDVSpA5u3XL0wRh",
    "label": [],
    "labels": [],
    "name": "123.jpg",
    "numSteps": 8,
    "owner": "qccACIC1q0UoSPNdpB4gQi7FA3s2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "flip:[[\"horizontal\"],[\"horizontal\"],[\"vertical\"],[\"vertical\"]]",
        "brightness:[[1],[8],[13],[-10]]",
        "shear:[3,-21]",
        "saturation:[-18]",
        "brightness:[3]",
        "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: 3°<br/>Y: -21°"
        },
        {
            "name": "Saturation",
            "value": "-18%"
        },
        {
            "name": "Brightness",
            "value": "3%"
        },
        {
            "name": "Blur",
            "value": "0.75px"
        }
    ],
    "source": "Zo8FxpDVSpA5u3XL0wRh",
    "split": "train",
    "split.QFnMYTcZhTc45mW7JHPM.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[[\\\"horizontal\\\"],[\\\"horizontal\\\"],[\\\"vertical\\\"],[\\\"vertical\\\"]]\",\n    \"brightness:[[1],[8],[13],[-10]]\",\n    \"shear:[3,-21]\",\n    \"saturation:[-18]\",\n    \"brightness:[3]\",\n    \"blur:[0.75]\"\n]",
    "updated": 1680721908848,
    "updatedDate": "Dec 15, 55229",
    "updatedTime": "8:54PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "QFnMYTcZhTc45mW7JHPM/2"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "blue-4",
            "x": 98.88349246463603,
            "y": 411.7652126773842,
            "width": 57.538227596799175,
            "height": 95.00093541056265
        },
        {
            "label": "blue-8",
            "x": 299.4732984388229,
            "y": 363.5855159359004,
            "width": 82.57595227215802,
            "height": 93.08589750324813
        },
        {
            "label": "yellow-8",
            "x": 552.8237948031064,
            "y": 237.77545290565973,
            "width": 66.0292161683783,
            "height": 74.09064838857591
        },
        {
            "label": "blue-4",
            "x": 465.4234638935841,
            "y": 311.64188654556676,
            "width": 53.32876681766061,
            "height": 82.5097971669511
        }
    ],
    "height": 640,
    "key": "123.jpg",
    "width": 640
}

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