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resize640_2x-v2
v4
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2 years ago
resize512_aug2x
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resize640_aug2x
v2
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2 years ago
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resize640_aug2x

Generated on Dec 6, 2022
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16429 Total Images

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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

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Buildings Instance Segmentation
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Raw Data

Annotations

Group:
buildings

Classes

Layers

Unused Classes

Building

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Attributes

austin16-32-_png.jpg

640x640
0.41MP

Updated May 4, 54901

8:36AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 85%
Centered on 59%, 6%
Resize Stretch to 640x640
Flip Both
90° Rotate Applied
Rotation 3°
Shear X: -2°
Y: 0°
Hue -6°
Saturation 8%
Brightness 15%
Exposure -9%
Blur 0.25px
Cutout Applied

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "VIzXJtTwU8LPKOMnvOMd"
    ],
    "destination": "8f5f4ae86661312e74740eb58edcdb3e",
    "height": 640,
    "id": "yjsT7vyhruyxv4bzZUpA",
    "label": [],
    "labels": [],
    "name": "austin16-32-_png.jpg",
    "numSteps": 13,
    "owner": "zD7y6XOoQnh7WC160Ae7",
    "preprocessing": [
        "auto-orient",
        "crop:[85,0.5942,0.063704]",
        "resize:[\"Stretch to\",640,640]",
        "flip:[\"both\"]",
        "ninety:[180]",
        "rotate:[3]",
        "shear:[-2,0]",
        "hue:[-6]",
        "saturation:[8]",
        "brightness:[15]",
        "exposure:[-9]",
        "blur:[0.25]",
        "cutout:[{\"masks\":[[2,0.4414738153413986,0.8866772688959992],[2,0.07861680157901185,0.06047331991093685],[2,0.31875756883712647,0.6962585360104601],[2,0.14903852599847212,0.23896785509379725],[2,0.1415370996989449,0.43155055838938416]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 85%<br />Centered on 59%, 6%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Flip",
            "value": "Both"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "3°"
        },
        {
            "name": "Shear",
            "value": "X: -2°<br/>Y: 0°"
        },
        {
            "name": "Hue",
            "value": "-6°"
        },
        {
            "name": "Saturation",
            "value": "8%"
        },
        {
            "name": "Brightness",
            "value": "15%"
        },
        {
            "name": "Exposure",
            "value": "-9%"
        },
        {
            "name": "Blur",
            "value": "0.25px"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "yjsT7vyhruyxv4bzZUpA",
    "split": "train",
    "split.VIzXJtTwU8LPKOMnvOMd.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[85,0.5942,0.063704]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[\\\"both\\\"]\",\n    \"ninety:[180]\",\n    \"rotate:[3]\",\n    \"shear:[-2,0]\",\n    \"hue:[-6]\",\n    \"saturation:[8]\",\n    \"brightness:[15]\",\n    \"exposure:[-9]\",\n    \"blur:[0.25]\",\n    \"cutout:[{\\\"masks\\\":[[2,0.4414738153413986,0.8866772688959992],[2,0.07861680157901185,0.06047331991093685],[2,0.31875756883712647,0.6962585360104601],[2,0.14903852599847212,0.23896785509379725],[2,0.1415370996989449,0.43155055838938416]]}]\"\n]",
    "updated": 1670351704582,
    "updatedDate": "May 4, 54901",
    "updatedTime": "8:36AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "VIzXJtTwU8LPKOMnvOMd/2"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [],
    "height": 640,
    "key": "austin16-32-_png.rf.0f6f506416c363d3af239e1ec4ea4603.jpg",
    "width": 640
}

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