Edit Project

employee surveillance

Object Detection

Dataset Versions

Try Pre-Trained Model

2023-06-01 6:31pm

Generated on Jun 1, 2023

Download Dataset

Popular Download Formats

YOLOv11

TXT annotations and YAML config used with YOLOv11.

YOLOv9

TXT annotations and YAML config used with YOLOv9.

YOLOv8

TXT annotations and YAML config used with YOLOv8.

YOLOv5

TXT annotations and YAML config used with YOLOv5.

YOLOv7

TXT annotations and YAML config used with YOLOv7.

COCO JSON

COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.

YOLO Darknet

Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.

Pascal VOC XML

Common XML annotation format for local data munging (pioneered by ImageNet).

TFRecord

TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.

PaliGemma

PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.

CreateML JSON

CreateML JSON format is used with Apple's CreateML and Turi Create tools.

Other Formats

Choose another format.

416 Total Images

View All Images

Dataset Split

Train Set 87%

363Images

Valid Set 8%

34Images

Test Set 5%

19Images

Preprocessing

Auto-Orient: Applied

Static Crop: 1-100% Horizontal Region, 0-100% Vertical Region

Resize: Stretch to 416x416

Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

90° Rotate: Applied

Rotation: Between -1° and +1°

Shear: ±7° Horizontal, ±7° Vertical

Grayscale: Apply to 8% of images

Saturation: Between -7% and +7%

Brightness: Between -8% and +8%

Exposure: Between -7% and +7%

Blur: Up to 0.75px

Bounding Box: Brightness: Between -7% and +7%

Bounding Box: Exposure: Between -7% and +7%

Bounding Box: Blur: Up to 0.75px

Bounding Box: Noise: Up to 1% of pixels

Similar Projects

Annotations

Group:

monitoring-of-employees

istockphoto-1466189076-640_adpp_is_mp4-54.jpg

416x416

0.17MP

Updated Apr 24, 55385

11:19AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Static Crop

X: 1% to 100%
Y: 0% to 100%

Resize

Stretch to 416x416

Auto-Adjust Contrast

Contrast Stretching

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "TqSbtiB1U3qALdE3xLYQ"
    ],
    "destination": "ed0dd1a4e8bf4d5363fc78b8725e7d5c",
    "height": 416,
    "id": "7mzpRchh7KxuwbNNJYZ9",
    "label": [],
    "labels": [],
    "name": "istockphoto-1466189076-640_adpp_is_mp4-54.jpg",
    "numSteps": 4,
    "owner": "2wxm0w1XgrWNtQnNKg81",
    "preprocessing": [
        "auto-orient",
        "static-crop:[1,100,0,100]",
        "resize:[\"Stretch to\",416,416]",
        "auto-contrast:[\"Contrast Stretching\"]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Static Crop",
            "value": "X: 1% to 100%<br/>Y: 0% to 100%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Auto-Adjust Contrast",
            "value": "Contrast Stretching"
        }
    ],
    "source": "7mzpRchh7KxuwbNNJYZ9",
    "split": "train",
    "split.TqSbtiB1U3qALdE3xLYQ.6": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"static-crop:[1,100,0,100]\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"auto-contrast:[\\\"Contrast Stretching\\\"]\"\n]",
    "updated": 1685624469580,
    "updatedDate": "Apr 24, 55385",
    "updatedTime": "11:19AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "TqSbtiB1U3qALdE3xLYQ/6"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "type": "polygon",
            "label": "employee",
            "x": 116.7949525,
            "y": 46.511111,
            "width": 20.996844999999993,
            "height": 93.022222,
            "points": [
                [
                    109.577287,
                    15.6
                ],
                [
                    106.29653,
                    23.688889
                ],
                [
                    106.29653,
                    43.333333
                ],
                [
                    112.858044,
                    56.044444
                ],
                [
                    120.731861,
                    90.711111
                ],
                [
                    123.356467,
                    93.022222
                ],
                [
                    127.293375,
                    84.933333
                ],
                [
                    123.356467,
                    59.511111
                ],
                [
                    125.324921,
                    42.177778
                ],
                [
                    121.388013,
                    20.222222
                ],
                [
                    114.170347,
                    12.133333
                ],
                [
                    113.514196,
                    1.733333
                ],
                [
                    107.280757,
                    0
                ],
                [
                    109.577287,
                    15.6
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "occupied chair",
            "x": 132.542587,
            "y": 108.33333350000001,
            "width": 27.558359999999993,
            "height": 47.955555000000004,
            "points": [
                [
                    118.763407,
                    130
                ],
                [
                    120.731861,
                    132.311111
                ],
                [
                    146.321767,
                    116.133333
                ],
                [
                    143.697161,
                    96.488889
                ],
                [
                    138.119874,
                    84.355556
                ],
                [
                    127.621451,
                    85.511111
                ],
                [
                    124.012618,
                    90.711111
                ],
                [
                    122.700315,
                    103.422222
                ],
                [
                    124.66877,
                    108.044444
                ],
                [
                    118.763407,
                    130
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "occupied chair",
            "x": 159.7728705,
            "y": 77.711111,
            "width": 19.028391,
            "height": 60.666666,
            "points": [
                [
                    153.782394,
                    101.080208
                ],
                [
                    157.148265,
                    100.533333
                ],
                [
                    160.757098,
                    108.044444
                ],
                [
                    162.397476,
                    101.688889
                ],
                [
                    168.630915,
                    103.422222
                ],
                [
                    169.287066,
                    61.822222
                ],
                [
                    167.646688,
                    52
                ],
                [
                    159.772871,
                    47.377778
                ],
                [
                    150.258675,
                    54.888889
                ],
                [
                    151.158207,
                    80.604421
                ],
                [
                    153.782394,
                    101.080208
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "empty chair",
            "x": 192.5804415,
            "y": 104.288889,
            "width": 24.277603,
            "height": 88.4,
            "points": [
                [
                    189.62776,
                    104.577778
                ],
                [
                    192.252366,
                    99.955556
                ],
                [
                    192.908517,
                    86.088889
                ],
                [
                    186.018927,
                    60.088889
                ],
                [
                    180.44164,
                    72.222222
                ],
                [
                    183.066246,
                    114.977778
                ],
                [
                    190.940063,
                    119.6
                ],
                [
                    183.722397,
                    126.533333
                ],
                [
                    184.050473,
                    130.577778
                ],
                [
                    188.315457,
                    128.844444
                ],
                [
                    183.066246,
                    141.555556
                ],
                [
                    191.268139,
                    132.888889
                ],
                [
                    192.908517,
                    148.488889
                ],
                [
                    193.892744,
                    134.044444
                ],
                [
                    197.173502,
                    138.666667
                ],
                [
                    197.173502,
                    130.577778
                ],
                [
                    203.078864,
                    137.511111
                ],
                [
                    204.719243,
                    132.311111
                ],
                [
                    197.501577,
                    126.533333
                ],
                [
                    199.470032,
                    117.288889
                ],
                [
                    189.62776,
                    104.577778
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "cabin",
            "x": 146.977918,
            "y": 198.46666649999997,
            "width": 89.236594,
            "height": 179.688889,
            "points": [
                [
                    174.208202,
                    186.044444
                ],
                [
                    185.362776,
                    184.888889
                ],
                [
                    188.971609,
                    175.066667
                ],
                [
                    187.003155,
                    164.666667
                ],
                [
                    173.880126,
                    148.488889
                ],
                [
                    172.567823,
                    116.133333
                ],
                [
                    169.615142,
                    108.622222
                ],
                [
                    136.15142,
                    123.644444
                ],
                [
                    102.359621,
                    147.333333
                ],
                [
                    124.012618,
                    194.711111
                ],
                [
                    135.167192,
                    208.577778
                ],
                [
                    145.665615,
                    239.777778
                ],
                [
                    150.914826,
                    276.755556
                ],
                [
                    156.820189,
                    288.311111
                ],
                [
                    182.73817,
                    258.844444
                ],
                [
                    191.596215,
                    236.311111
                ],
                [
                    187.987382,
                    225.333333
                ],
                [
                    173.55205,
                    218.4
                ],
                [
                    169.287066,
                    207.422222
                ],
                [
                    169.287066,
                    197.022222
                ],
                [
                    172.567823,
                    194.711111
                ],
                [
                    174.208202,
                    186.044444
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "employee",
            "x": 261.4763405,
            "y": 312.8666665,
            "width": 59.709779,
            "height": 149.64444500000002,
            "points": [
                [
                    270.334385,
                    252.488889
                ],
                [
                    269.350158,
                    242.666667
                ],
                [
                    261.476341,
                    238.044444
                ],
                [
                    250.977918,
                    238.044444
                ],
                [
                    238.511041,
                    247.288889
                ],
                [
                    231.621451,
                    295.244444
                ],
                [
                    234.902208,
                    311.422222
                ],
                [
                    234.902208,
                    332.222222
                ],
                [
                    252.618297,
                    362.266667
                ],
                [
                    256.555205,
                    378.444444
                ],
                [
                    262.788644,
                    383.644444
                ],
                [
                    267.709779,
                    371.511111
                ],
                [
                    249.337539,
                    341.466667
                ],
                [
                    246.056782,
                    331.066667
                ],
                [
                    265.413249,
                    336.266667
                ],
                [
                    269.022082,
                    333.377778
                ],
                [
                    268.365931,
                    327.6
                ],
                [
                    271.318612,
                    321.244444
                ],
                [
                    273.943218,
                    327.022222
                ],
                [
                    277.880126,
                    322.4
                ],
                [
                    281.488959,
                    336.844444
                ],
                [
                    268.365931,
                    372.666667
                ],
                [
                    275.911672,
                    385.955556
                ],
                [
                    280.176656,
                    387.688889
                ],
                [
                    282.801262,
                    383.066667
                ],
                [
                    280.176656,
                    366.888889
                ],
                [
                    289.362776,
                    348.4
                ],
                [
                    291.33123,
                    331.066667
                ],
                [
                    283.457413,
                    297.555556
                ],
                [
                    277.55205,
                    284.844444
                ],
                [
                    274.271293,
                    257.111111
                ],
                [
                    270.334385,
                    252.488889
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "empty chair",
            "x": 296.2523655,
            "y": 211.7555555,
            "width": 37.400630999999976,
            "height": 104.577777,
            "points": [
                [
                    314.29653,
                    194.711111
                ],
                [
                    311.015773,
                    188.933333
                ],
                [
                    314.952681,
                    177.377778
                ],
                [
                    302.81388,
                    159.466667
                ],
                [
                    299.861199,
                    168.133333
                ],
                [
                    301.173502,
                    176.222222
                ],
                [
                    296.252366,
                    171.022222
                ],
                [
                    293.955836,
                    185.466667
                ],
                [
                    286.082019,
                    201.644444
                ],
                [
                    286.082019,
                    215.511111
                ],
                [
                    290.675079,
                    218.977778
                ],
                [
                    293.299685,
                    231.688889
                ],
                [
                    280.504732,
                    228.8
                ],
                [
                    277.55205,
                    234
                ],
                [
                    292.643533,
                    237.466667
                ],
                [
                    284.44164,
                    257.688889
                ],
                [
                    296.252366,
                    242.666667
                ],
                [
                    302.485804,
                    255.955556
                ],
                [
                    302.485804,
                    264.044444
                ],
                [
                    305.11041,
                    264.044444
                ],
                [
                    306.422713,
                    258.266667
                ],
                [
                    300.51735,
                    240.933333
                ],
                [
                    306.094637,
                    242.666667
                ],
                [
                    310.107937,
                    233.182049
                ],
                [
                    312.984227,
                    218.977778
                ],
                [
                    309.733089,
                    219.971865
                ],
                [
                    312.984227,
                    209.733333
                ],
                [
                    314.29653,
                    194.711111
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "cabin",
            "x": 250.977918,
            "y": 108.622222,
            "width": 85.95583599999998,
            "height": 83.19999999999999,
            "points": [
                [
                    208,
                    111.511111
                ],
                [
                    208,
                    123.066667
                ],
                [
                    210.29653,
                    127.111111
                ],
                [
                    229.324921,
                    144.444444
                ],
                [
                    235.230284,
                    144.444444
                ],
                [
                    242.44795,
                    132.888889
                ],
                [
                    250.321767,
                    132.888889
                ],
                [
                    259.507886,
                    137.511111
                ],
                [
                    268.037855,
                    150.222222
                ],
                [
                    273.615142,
                    149.644444
                ],
                [
                    287.394322,
                    136.933333
                ],
                [
                    286.73817,
                    131.155556
                ],
                [
                    293.955836,
                    102.266667
                ],
                [
                    291.003155,
                    92.444444
                ],
                [
                    249.009464,
                    67.022222
                ],
                [
                    239.823344,
                    68.177778
                ],
                [
                    210.624606,
                    87.244444
                ],
                [
                    208,
                    111.511111
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "cabin",
            "x": 348.4164035,
            "y": 193.2666665,
            "width": 89.23659299999997,
            "height": 153.111111,
            "points": [
                [
                    303.798107,
                    160.044444
                ],
                [
                    314.29653,
                    173.911111
                ],
                [
                    312.984227,
                    183.155556
                ],
                [
                    322.498423,
                    192.977778
                ],
                [
                    327.419558,
                    206.266667
                ],
                [
                    325.77918,
                    213.777778
                ],
                [
                    315.280757,
                    218.4
                ],
                [
                    313.640379,
                    223.6
                ],
                [
                    321.18612,
                    236.888889
                ],
                [
                    353.337539,
                    269.244444
                ],
                [
                    358.914826,
                    269.822222
                ],
                [
                    383.84858,
                    230.533333
                ],
                [
                    383.84858,
                    212.044444
                ],
                [
                    391.722397,
                    185.466667
                ],
                [
                    393.0347,
                    162.355556
                ],
                [
                    330.37224,
                    119.022222
                ],
                [
                    320.529968,
                    116.711111
                ],
                [
                    308.391167,
                    155.422222
                ],
                [
                    303.798107,
                    160.044444
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "empty chair",
            "x": 187.635668,
            "y": 209.278977,
            "width": 24.605677999999983,
            "height": 113.82222200000001,
            "points": [
                [
                    191.080463,
                    152.367866
                ],
                [
                    188.127782,
                    158.723421
                ],
                [
                    190.752387,
                    170.278977
                ],
                [
                    188.783933,
                    180.678977
                ],
                [
                    181.148721,
                    196.193519
                ],
                [
                    178.149686,
                    203.459135
                ],
                [
                    175.900404,
                    210.724726
                ],
                [
                    178.899438,
                    212.045749
                ],
                [
                    175.332829,
                    217.078977
                ],
                [
                    192.06469,
                    228.056755
                ],
                [
                    192.06469,
                    237.301199
                ],
                [
                    187.47163,
                    250.01231
                ],
                [
                    198.626204,
                    266.190088
                ],
                [
                    199.938507,
                    261.567866
                ],
                [
                    189.440085,
                    248.856755
                ],
                [
                    192.392766,
                    240.190088
                ],
                [
                    196.65775,
                    237.301199
                ],
                [
                    196.001599,
                    203.790088
                ],
                [
                    198.626204,
                    186.456755
                ],
                [
                    196.001599,
                    158.723421
                ],
                [
                    191.080463,
                    152.367866
                ]
            ]
        }
    ],
    "height": 416,
    "key": "istockphoto-1466189076-640_adpp_is_mp4-54.jpg",
    "width": 416
}

employee surveillance

Dataset Versions

2023-06-01 6:31pm

Popular Download Formats

416 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

istockphoto-1466189076-640_adpp_is_mp4-54.jpg

Updated Apr 24, 55385

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data