Dataset Versions

v2

resize640_aug2x

Generated on Dec 6, 2022

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

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Buildings Instance Segmentation
Annotate
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train
Labels
Attributes
Raw Data

Annotations

Group:
buildings

Classes

Layers

 
Building
3

Tags

No Tags Applied
Type and select tags below to add them to the image.

Attributes

Donetsk_2022_R2C10_16000_16500_4000_4500.jpg

640x640
0.41MP

Updated May 4, 54901

8:36AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 81%
Centered on 51%, 33%
Resize Stretch to 640x640
Flip Horizontal
90° Rotate Applied
Rotation
Shear X: 2°
Y: 0°
Hue -14°
Saturation -5%
Brightness -18%
Exposure 10%
Blur 0px
Cutout Applied

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "VIzXJtTwU8LPKOMnvOMd"
    ],
    "destination": "bf588486fcc44d6d36102dcea79810cf",
    "height": 640,
    "id": "GJQTD7pQVQAbSEXzyzdD",
    "label": [],
    "labels": [],
    "name": "Donetsk_2022_R2C10_16000_16500_4000_4500.jpg",
    "numSteps": 13,
    "owner": "zD7y6XOoQnh7WC160Ae7",
    "preprocessing": [
        "auto-orient",
        "crop:[81,0.513003,0.329193]",
        "resize:[\"Stretch to\",640,640]",
        "flip:[\"horizontal\"]",
        "ninety:[180]",
        "rotate:[2]",
        "shear:[2,0]",
        "hue:[-14]",
        "saturation:[-5]",
        "brightness:[-18]",
        "exposure:[10]",
        "blur:[0]",
        "cutout:[{\"masks\":[[2,0.4468910255544938,0.47862089043230394],[2,0.16946937307472876,0.7023631195380022],[2,0.26860378516575345,0.5047219350092931],[2,0.06911037316437874,0.663041260662975],[2,0.10261018680615086,0.19102555658707687]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 81%<br />Centered on 51%, 33%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Flip",
            "value": "Horizontal"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "2°"
        },
        {
            "name": "Shear",
            "value": "X: 2°<br/>Y: 0°"
        },
        {
            "name": "Hue",
            "value": "-14°"
        },
        {
            "name": "Saturation",
            "value": "-5%"
        },
        {
            "name": "Brightness",
            "value": "-18%"
        },
        {
            "name": "Exposure",
            "value": "10%"
        },
        {
            "name": "Blur",
            "value": "0px"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "GJQTD7pQVQAbSEXzyzdD",
    "split": "train",
    "split.VIzXJtTwU8LPKOMnvOMd.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[81,0.513003,0.329193]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[\\\"horizontal\\\"]\",\n    \"ninety:[180]\",\n    \"rotate:[2]\",\n    \"shear:[2,0]\",\n    \"hue:[-14]\",\n    \"saturation:[-5]\",\n    \"brightness:[-18]\",\n    \"exposure:[10]\",\n    \"blur:[0]\",\n    \"cutout:[{\\\"masks\\\":[[2,0.4468910255544938,0.47862089043230394],[2,0.16946937307472876,0.7023631195380022],[2,0.26860378516575345,0.5047219350092931],[2,0.06911037316437874,0.663041260662975],[2,0.10261018680615086,0.19102555658707687]]}]\"\n]",
    "updated": 1670351704612,
    "updatedDate": "May 4, 54901",
    "updatedTime": "8:36AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "VIzXJtTwU8LPKOMnvOMd/2"
    ],
    "width": 640
}
                            
                            

Annotation Data

{
    "boxes": [
        {
            "type": "polygon",
            "label": "Building",
            "x": 365.9307035,
            "y": 96.881653,
            "width": 523.700375,
            "height": 193.763306,
            "points": [
                [
                    314.414371,
                    0
                ],
                [
                    242.637654,
                    2.507517
                ],
                [
                    104.080516,
                    54.912576
                ],
                [
                    176.234759,
                    193.763306
                ],
                [
                    613.588867,
                    39.012522
                ],
                [
                    627.780891,
                    14.641322
                ],
                [
                    621.058395,
                    0
                ],
                [
                    314.414371,
                    0
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Building",
            "x": 616.67526,
            "y": 278.056474,
            "width": 46.64948000000004,
            "height": 82.70602600000001,
            "points": [
                [
                    640,
                    236.703461
                ],
                [
                    593.35052,
                    239.792443
                ],
                [
                    598.110322,
                    319.409487
                ],
                [
                    640,
                    319.04924
                ],
                [
                    640,
                    236.703461
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Building",
            "x": 59.752046,
            "y": 465.92966550000006,
            "width": 103.902462,
            "height": 144.57111500000002,
            "points": [
                [
                    13.68789,
                    538.215223
                ],
                [
                    111.703277,
                    500.773632
                ],
                [
                    60.721426,
                    393.644108
                ],
                [
                    7.800815,
                    411.765974
                ],
                [
                    13.68789,
                    538.215223
                ]
            ]
        }
    ],
    "height": 640,
    "key": "Donetsk_2022_R2C10_16000_16500_4000_4500_jpg.rf.e4bac3164f8579e7f54518cae4c0b028.jpg",
    "width": 640
}
                                

                                

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