Dataset Versions

Try Pre-Trained Model
Versions
YOLOv8n-25epochs
v5
·
2 years ago
resize512_aug3x
v3
·
2 years ago
resize640_aug3x
v2
·
2 years ago
raw-images
v1
·
2 years ago
v3

resize512_aug3x

Generated on Dec 6, 2022
Download

2877 Total Images

View All Images
Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image

Dataset Split

Train Set 87%
2517Images
Valid Set 8%
240Images
Test Set 4%
120Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 512x512

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -10° and +10°
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 -20% and +20%
Blur: Up to 0.75px
Cutout: 5 boxes with 3% size each

Similar Projects

See More
Windows Instance Segmentation
Annotate
1 / 13
Show/hide annotations(H)
train
Labels
Attributes
Raw Data

Annotations

Group:
windows

Classes

Layers

 
Window
27

Unused Classes

Wood
madeira
rachadura

Tags

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

Attributes

facade_0_0099285_0099509_png.jpg

512x512
0.26MP

Updated May 3, 54901

6:27AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 98%
Centered on 98%, 16%
Resize Stretch to 512x512
Rotation -6°
Shear X: 0°
Y: 0°
Hue -3°
Saturation -5%
Brightness 15%
Exposure -4%
Blur 0.25px
Cutout Applied

Annotation History

Loading...

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "eKdTVaAFG8yUDF5Vbe8W"
    ],
    "destination": "92fa35b6e33f253283206f225e76dabe",
    "height": 512,
    "id": "Bf78DnEUjoFdkLWhamXJ",
    "label": [],
    "labels": [],
    "name": "facade_0_0099285_0099509_png.jpg",
    "numSteps": 11,
    "owner": "zD7y6XOoQnh7WC160Ae7",
    "preprocessing": [
        "auto-orient",
        "crop:[98,0.975896,0.157239]",
        "resize:[\"Stretch to\",512,512]",
        "rotate:[-6]",
        "shear:[0,0]",
        "hue:[-3]",
        "saturation:[-5]",
        "brightness:[15]",
        "exposure:[-4]",
        "blur:[0.25]",
        "cutout:[{\"masks\":[[3,0.14674676311471213,0.3164488165386665],[3,0.9902129815552263,0.10857554884499865],[3,0.3286981222063208,0.2839446102128411],[3,0.7030765635023102,0.21559879765355028],[3,0.36727009470725913,0.5638989179561471]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 98%<br />Centered on 98%, 16%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 512x512"
        },
        {
            "name": "Rotation",
            "value": "-6°"
        },
        {
            "name": "Shear",
            "value": "X: 0°<br/>Y: 0°"
        },
        {
            "name": "Hue",
            "value": "-3°"
        },
        {
            "name": "Saturation",
            "value": "-5%"
        },
        {
            "name": "Brightness",
            "value": "15%"
        },
        {
            "name": "Exposure",
            "value": "-4%"
        },
        {
            "name": "Blur",
            "value": "0.25px"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "Bf78DnEUjoFdkLWhamXJ",
    "split": "train",
    "split.eKdTVaAFG8yUDF5Vbe8W.3": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[98,0.975896,0.157239]\",\n    \"resize:[\\\"Stretch to\\\",512,512]\",\n    \"rotate:[-6]\",\n    \"shear:[0,0]\",\n    \"hue:[-3]\",\n    \"saturation:[-5]\",\n    \"brightness:[15]\",\n    \"exposure:[-4]\",\n    \"blur:[0.25]\",\n    \"cutout:[{\\\"masks\\\":[[3,0.14674676311471213,0.3164488165386665],[3,0.9902129815552263,0.10857554884499865],[3,0.3286981222063208,0.2839446102128411],[3,0.7030765635023102,0.21559879765355028],[3,0.36727009470725913,0.5638989179561471]]}]\"\n]",
    "updated": 1670351610457,
    "updatedDate": "May 3, 54901",
    "updatedTime": "6:27AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "eKdTVaAFG8yUDF5Vbe8W/3"
    ],
    "width": 512
}

Annotation Data

{
    "boxes": [
        {
            "type": "polygon",
            "label": "Window",
            "x": 61.1638715,
            "y": 78.642596,
            "width": 34.302485,
            "height": 51.091840000000005,
            "points": [
                [
                    44.012629,
                    100.531904
                ],
                [
                    72.710697,
                    104.188516
                ],
                [
                    78.315114,
                    56.753288
                ],
                [
                    49.617047,
                    53.096676
                ],
                [
                    44.012629,
                    100.531904
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 127.261327,
            "y": 85.5897185,
            "width": 34.30248599999999,
            "height": 51.091839,
            "points": [
                [
                    110.110084,
                    107.479027
                ],
                [
                    138.808152,
                    111.135638
                ],
                [
                    144.41257,
                    63.70041
                ],
                [
                    115.714502,
                    60.043799
                ],
                [
                    110.110084,
                    107.479027
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 193.3587825,
            "y": 92.53684100000001,
            "width": 36.750539,
            "height": 51.34913999999999,
            "points": [
                [
                    174.983513,
                    114.297499
                ],
                [
                    206.129634,
                    118.211411
                ],
                [
                    211.734052,
                    70.776183
                ],
                [
                    180.58793,
                    66.862271
                ],
                [
                    174.983513,
                    114.297499
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 263.1283185,
            "y": 99.8699145,
            "width": 34.302486999999985,
            "height": 51.09183900000001,
            "points": [
                [
                    245.977075,
                    121.759223
                ],
                [
                    274.675144,
                    125.415834
                ],
                [
                    280.279562,
                    77.980606
                ],
                [
                    251.581494,
                    74.323995
                ],
                [
                    245.977075,
                    121.759223
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 331.673828,
            "y": 107.074338,
            "width": 36.75054,
            "height": 51.349140000000006,
            "points": [
                [
                    313.298558,
                    128.834996
                ],
                [
                    344.444679,
                    132.748908
                ],
                [
                    350.049098,
                    85.31368
                ],
                [
                    318.902975,
                    81.399768
                ],
                [
                    313.298558,
                    128.834996
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 406.3394715,
            "y": 114.92201349999999,
            "width": 34.30248700000004,
            "height": 51.09183899999999,
            "points": [
                [
                    389.188228,
                    136.811322
                ],
                [
                    417.886296,
                    140.467933
                ],
                [
                    423.490715,
                    93.032705
                ],
                [
                    394.792646,
                    89.376094
                ],
                [
                    389.188228,
                    136.811322
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 483.4531685,
            "y": 123.02699,
            "width": 36.750539,
            "height": 51.349140000000006,
            "points": [
                [
                    465.077899,
                    144.787648
                ],
                [
                    496.224021,
                    148.70156
                ],
                [
                    501.828438,
                    101.266332
                ],
                [
                    470.682317,
                    97.35242
                ],
                [
                    465.077899,
                    144.787648
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 50.912802,
            "y": 176.1750125,
            "width": 34.835007999999995,
            "height": 56.15845899999999,
            "points": [
                [
                    33.495298,
                    200.597629
                ],
                [
                    62.193366,
                    204.254242
                ],
                [
                    68.330306,
                    151.752395
                ],
                [
                    39.632239,
                    148.095783
                ],
                [
                    33.495298,
                    200.597629
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 117.0102565,
            "y": 183.12213450000002,
            "width": 34.835009,
            "height": 56.15845900000002,
            "points": [
                [
                    99.592752,
                    207.544752
                ],
                [
                    128.29082,
                    211.201364
                ],
                [
                    134.427761,
                    158.699518
                ],
                [
                    105.729694,
                    155.042905
                ],
                [
                    99.592752,
                    207.544752
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 183.1077125,
            "y": 190.069257,
            "width": 37.283063,
            "height": 56.415760000000006,
            "points": [
                [
                    164.466181,
                    214.363224
                ],
                [
                    195.612303,
                    218.277137
                ],
                [
                    201.749244,
                    165.77529
                ],
                [
                    170.603122,
                    161.861377
                ],
                [
                    164.466181,
                    214.363224
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 252.8772485,
            "y": 197.402331,
            "width": 34.835009000000014,
            "height": 56.158457999999996,
            "points": [
                [
                    235.459744,
                    221.824948
                ],
                [
                    264.157812,
                    225.48156
                ],
                [
                    270.294753,
                    172.979714
                ],
                [
                    241.596685,
                    169.323102
                ],
                [
                    235.459744,
                    221.824948
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 321.4227575,
            "y": 204.60675400000002,
            "width": 37.28306299999997,
            "height": 56.415760000000006,
            "points": [
                [
                    302.781226,
                    228.900721
                ],
                [
                    333.927348,
                    232.814634
                ],
                [
                    340.064289,
                    180.312787
                ],
                [
                    308.918167,
                    176.398874
                ],
                [
                    302.781226,
                    228.900721
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 396.08840150000003,
            "y": 212.4544295,
            "width": 34.83500899999996,
            "height": 56.15845899999999,
            "points": [
                [
                    378.670897,
                    236.877047
                ],
                [
                    407.368965,
                    240.533659
                ],
                [
                    413.505906,
                    188.031812
                ],
                [
                    384.807838,
                    184.3752
                ],
                [
                    378.670897,
                    236.877047
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 473.20209850000003,
            "y": 220.55940600000002,
            "width": 37.28306300000003,
            "height": 56.415760000000006,
            "points": [
                [
                    454.560567,
                    244.853373
                ],
                [
                    485.70669,
                    248.767286
                ],
                [
                    491.84363,
                    196.265439
                ],
                [
                    460.697509,
                    192.351526
                ],
                [
                    454.560567,
                    244.853373
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 40.728297,
            "y": 273.0741005,
            "width": 35.2344,
            "height": 59.95842300000001,
            "points": [
                [
                    23.111097,
                    299.396701
                ],
                [
                    51.809165,
                    303.053312
                ],
                [
                    58.345497,
                    246.751501
                ],
                [
                    29.64743,
                    243.094889
                ],
                [
                    23.111097,
                    299.396701
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 106.8257525,
            "y": 280.02122299999996,
            "width": 35.234401000000005,
            "height": 59.958421999999985,
            "points": [
                [
                    89.208552,
                    306.343823
                ],
                [
                    117.90662,
                    310.000434
                ],
                [
                    124.442953,
                    253.698624
                ],
                [
                    95.744885,
                    250.042012
                ],
                [
                    89.208552,
                    306.343823
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 172.923208,
            "y": 286.9683455,
            "width": 37.68245399999998,
            "height": 60.215723000000025,
            "points": [
                [
                    154.081981,
                    313.162295
                ],
                [
                    185.228102,
                    317.076207
                ],
                [
                    191.764435,
                    260.774397
                ],
                [
                    160.618313,
                    256.860484
                ],
                [
                    154.081981,
                    313.162295
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 242.692744,
            "y": 294.301419,
            "width": 35.23440200000002,
            "height": 59.958421999999985,
            "points": [
                [
                    225.075543,
                    320.624019
                ],
                [
                    253.773611,
                    324.28063
                ],
                [
                    260.309945,
                    267.97882
                ],
                [
                    231.611877,
                    264.322208
                ],
                [
                    225.075543,
                    320.624019
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 311.2382535,
            "y": 301.50584249999997,
            "width": 37.682455000000004,
            "height": 60.21572299999997,
            "points": [
                [
                    292.397026,
                    327.699792
                ],
                [
                    323.543147,
                    331.613704
                ],
                [
                    330.079481,
                    275.311894
                ],
                [
                    298.933358,
                    271.397981
                ],
                [
                    292.397026,
                    327.699792
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 385.90389700000003,
            "y": 309.353518,
            "width": 35.23440199999999,
            "height": 59.958421999999985,
            "points": [
                [
                    368.286696,
                    335.676118
                ],
                [
                    396.984764,
                    339.332729
                ],
                [
                    403.521098,
                    283.030919
                ],
                [
                    374.82303,
                    279.374307
                ],
                [
                    368.286696,
                    335.676118
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 463.0175945,
            "y": 317.458494,
            "width": 37.68245499999995,
            "height": 60.215723999999966,
            "points": [
                [
                    444.176367,
                    343.652444
                ],
                [
                    475.322489,
                    347.566356
                ],
                [
                    481.858822,
                    291.264545
                ],
                [
                    450.7127,
                    287.350632
                ],
                [
                    444.176367,
                    343.652444
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 30.4106615,
            "y": 371.239844,
            "width": 35.633793000000004,
            "height": 63.75838799999997,
            "points": [
                [
                    12.593765,
                    399.462426
                ],
                [
                    41.291833,
                    403.119038
                ],
                [
                    48.227558,
                    343.017262
                ],
                [
                    19.529491,
                    339.36065
                ],
                [
                    12.593765,
                    399.462426
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 96.508117,
            "y": 378.18696650000004,
            "width": 35.633793999999995,
            "height": 63.75838700000003,
            "points": [
                [
                    78.69122,
                    406.409548
                ],
                [
                    107.389288,
                    410.06616
                ],
                [
                    114.325014,
                    349.964384
                ],
                [
                    85.626946,
                    346.307773
                ],
                [
                    78.69122,
                    406.409548
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 162.6055725,
            "y": 385.134089,
            "width": 38.08184700000001,
            "height": 64.01568800000001,
            "points": [
                [
                    143.564649,
                    413.22802
                ],
                [
                    174.71077,
                    417.141933
                ],
                [
                    181.646496,
                    357.040157
                ],
                [
                    150.500374,
                    353.126245
                ],
                [
                    143.564649,
                    413.22802
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 300.9206175,
            "y": 399.67158600000005,
            "width": 38.08184700000004,
            "height": 64.01568800000001,
            "points": [
                [
                    281.879694,
                    427.765517
                ],
                [
                    313.025816,
                    431.67943
                ],
                [
                    319.961541,
                    371.577654
                ],
                [
                    288.815419,
                    367.663742
                ],
                [
                    281.879694,
                    427.765517
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 375.5862615,
            "y": 407.51926149999997,
            "width": 35.633793000000026,
            "height": 63.75838700000003,
            "points": [
                [
                    357.769365,
                    435.741843
                ],
                [
                    386.467433,
                    439.398455
                ],
                [
                    393.403158,
                    379.296679
                ],
                [
                    364.70509,
                    375.640068
                ],
                [
                    357.769365,
                    435.741843
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "Window",
            "x": 452.6999585,
            "y": 415.624238,
            "width": 38.08184699999998,
            "height": 64.01568800000001,
            "points": [
                [
                    433.659035,
                    443.718169
                ],
                [
                    464.805157,
                    447.632082
                ],
                [
                    471.740882,
                    387.530306
                ],
                [
                    440.594761,
                    383.616394
                ],
                [
                    433.659035,
                    443.718169
                ]
            ]
        }
    ],
    "height": 512,
    "key": "facade_0_0099285_0099509_png.rf.48bf9f9c8af50aca196c40d2185cf8c1.jpg",
    "width": 512
}

Annotation Editor

Delete
Save (Enter)

Smart Polygon

Click inside to remove area or outside to expand.
Undo
Redo
Simplify
Simple Complex
Delete
Finish (Enter)
180%
Reset