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Buildings Instance Segmentation

Instance Segmentation

Dataset Versions

Try Pre-Trained Model

resize640_aug2x

Generated on Dec 6, 2022

Download Dataset

16429 Total Images

View All Images

Dataset Split

Train Set 82%

13528Images

Valid Set 12%

1934Images

Test Set 6%

967Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2

Flip: Horizontal, Vertical

90° Rotate: Clockwise, Counter-Clockwise, Upside Down

Crop: 0% Minimum Zoom, 20% Maximum Zoom

Rotation: Between -12° and +12°

Shear: ±2° Horizontal, ±2° Vertical

Grayscale: Apply to 10% of images

Hue: Between -20° and +20°

Saturation: Between -20% and +20%

Brightness: Between -20% and +20%

Exposure: Between -15% and +15%

Blur: Up to 0.5px

Cutout: 5 boxes with 2% size each

Similar Projects

Annotations

Group:

buildings

austin16-37-_png.jpg

640x640

0.41MP

Updated May 4, 54901

8:39AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Crop

Keep 98%
Centered on 44%, 13%

Resize

Stretch to 640x640

Flip

Vertical

90° Rotate

Applied

Rotation

-10°

Shear

X: 0°
Y: -1°

Hue

-4°

Saturation

Brightness

-19%

Exposure

-9%

Blur

0.25px

Cutout

Applied

Raw Data

Source Data

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    "datasets": [
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    ],
    "destination": "88e948cf6a0141f33b7dbdadabbc94ec",
    "height": 640,
    "id": "87WwY3E3GPIw3TzNPEMU",
    "label": [],
    "labels": [],
    "name": "austin16-37-_png.jpg",
    "numSteps": 13,
    "owner": "zD7y6XOoQnh7WC160Ae7",
    "preprocessing": [
        "auto-orient",
        "crop:[98,0.44334,0.126297]",
        "resize:[\"Stretch to\",640,640]",
        "flip:[\"vertical\"]",
        "ninety:[-90]",
        "rotate:[-10]",
        "shear:[0,-1]",
        "hue:[-4]",
        "saturation:[9]",
        "brightness:[-19]",
        "exposure:[-9]",
        "blur:[0.25]",
        "cutout:[{\"masks\":[[2,0.9465906072606702,0.8639839017639761],[2,0.5519474307979331,0.44291140185837885],[2,0.9534335174731658,0.6719712211935338],[2,0.3418896270819578,0.05331599253664221],[2,0.9491488527770549,0.7787758372739073]]}]"
    ],
    "preprocessingParsed": [
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            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 98%<br />Centered on 44%, 13%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Flip",
            "value": "Vertical"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "-10°"
        },
        {
            "name": "Shear",
            "value": "X: 0°<br/>Y: -1°"
        },
        {
            "name": "Hue",
            "value": "-4°"
        },
        {
            "name": "Saturation",
            "value": "9%"
        },
        {
            "name": "Brightness",
            "value": "-19%"
        },
        {
            "name": "Exposure",
            "value": "-9%"
        },
        {
            "name": "Blur",
            "value": "0.25px"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "87WwY3E3GPIw3TzNPEMU",
    "split": "train",
    "split.VIzXJtTwU8LPKOMnvOMd.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[98,0.44334,0.126297]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[\\\"vertical\\\"]\",\n    \"ninety:[-90]\",\n    \"rotate:[-10]\",\n    \"shear:[0,-1]\",\n    \"hue:[-4]\",\n    \"saturation:[9]\",\n    \"brightness:[-19]\",\n    \"exposure:[-9]\",\n    \"blur:[0.25]\",\n    \"cutout:[{\\\"masks\\\":[[2,0.9465906072606702,0.8639839017639761],[2,0.5519474307979331,0.44291140185837885],[2,0.9534335174731658,0.6719712211935338],[2,0.3418896270819578,0.05331599253664221],[2,0.9491488527770549,0.7787758372739073]]}]\"\n]",
    "updated": 1670351704787,
    "updatedDate": "May 4, 54901",
    "updatedTime": "8:39AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "VIzXJtTwU8LPKOMnvOMd/2"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "type": "polygon",
            "label": "Building",
            "x": 176.0491095,
            "y": 515.1809125,
            "width": 352.098219,
            "height": 246.24052099999994,
            "points": [
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                ],
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                ],
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                ],
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                ],
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                ],
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                ],
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                ],
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                ],
                [
                    0,
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                ],
                [
                    0,
                    588.511882
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Building",
            "x": 507.881702,
            "y": 142.6082685,
            "width": 264.236596,
            "height": 279.796639,
            "points": [
                [
                    640,
                    47.764707
                ],
                [
                    375.763404,
                    2.709949
                ],
                [
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                    282.506588
                ],
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                ],
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                ],
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                    243.374593
                ],
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                    640,
                    243.217734
                ],
                [
                    640,
                    47.764707
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Building",
            "x": 537.701595,
            "y": 499.7917625,
            "width": 198.208216,
            "height": 274.966987,
            "points": [
                [
                    438.597487,
                    398.723951
                ],
                [
                    468.343724,
                    637.275256
                ],
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                    588.511882,
                    636.576138
                ],
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                    362.407303
                ],
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                    362.308269
                ],
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                    367.0011
                ],
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                    368.987777
                ],
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                    390.513009
                ],
                [
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                    398.723951
                ]
            ]
        }
    ],
    "height": 640,
    "key": "austin16-37-_png.rf.dcb35e8802f9041503b3e797a41a9d04.jpg",
    "width": 640
}

Buildings Instance Segmentation

Dataset Versions

resize640_aug2x

16429 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Tags

Attributes

austin16-37-_png.jpg

Updated May 4, 54901

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data