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_mp4-171.jpg

416x416

0.17MP

Updated Apr 24, 55385

11:10AM

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": "a0e8cc3864aed754167cf7e950be8692",
    "height": 416,
    "id": "HWJbGjhGs4C506YhztBY",
    "label": [],
    "labels": [],
    "name": "istockphoto-1466189076-640_adpp_is_mp4-171.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": "HWJbGjhGs4C506YhztBY",
    "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": 1685624469006,
    "updatedDate": "Apr 24, 55385",
    "updatedTime": "11:10AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "TqSbtiB1U3qALdE3xLYQ/6"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "type": "polygon",
            "label": "employee",
            "x": 90.22082,
            "y": 91,
            "width": 42.64984200000001,
            "height": 64.13333399999999,
            "points": [
                [
                    88.580442,
                    79.155556
                ],
                [
                    87.268139,
                    84.933333
                ],
                [
                    81.0347,
                    83.2
                ],
                [
                    69.880126,
                    88.977778
                ],
                [
                    68.895899,
                    98.8
                ],
                [
                    84.315457,
                    101.688889
                ],
                [
                    90.876972,
                    97.066667
                ],
                [
                    98.094637,
                    100.533333
                ],
                [
                    99.078864,
                    104.577778
                ],
                [
                    95.141956,
                    109.2
                ],
                [
                    95.798107,
                    117.288889
                ],
                [
                    103.671924,
                    123.066667
                ],
                [
                    111.545741,
                    116.133333
                ],
                [
                    108.921136,
                    91.866667
                ],
                [
                    102.031546,
                    76.266667
                ],
                [
                    93.829653,
                    68.755556
                ],
                [
                    91.533123,
                    60.088889
                ],
                [
                    84.315457,
                    58.933333
                ],
                [
                    82.675079,
                    64.133333
                ],
                [
                    88.580442,
                    79.155556
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "occupied chair",
            "x": 128.933754,
            "y": 108.911111,
            "width": 24.277601999999987,
            "height": 46.80000000000001,
            "points": [
                [
                    141.072555,
                    119.6
                ],
                [
                    138.44795,
                    99.955556
                ],
                [
                    131.55836,
                    85.511111
                ],
                [
                    119.419558,
                    91.866667
                ],
                [
                    116.794953,
                    126.533333
                ],
                [
                    116.794953,
                    132.311111
                ],
                [
                    119.419558,
                    132.311111
                ],
                [
                    141.072555,
                    119.6
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "employee",
            "x": 198.4858045,
            "y": 81.7555555,
            "width": 19.028391,
            "height": 45.644445,
            "points": [
                [
                    208,
                    75.688889
                ],
                [
                    205.70347,
                    58.933333
                ],
                [
                    200.126183,
                    61.822222
                ],
                [
                    188.971609,
                    98.8
                ],
                [
                    204.063091,
                    104.577778
                ],
                [
                    202.094637,
                    96.488889
                ],
                [
                    208,
                    75.688889
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "occupied chair",
            "x": 155.50788649999998,
            "y": 79.3802545,
            "width": 18.372239000000008,
            "height": 59.639491,
            "points": [
                [
                    146.321767,
                    84.933333
                ],
                [
                    150.914826,
                    99.955556
                ],
                [
                    146.977918,
                    104.577778
                ],
                [
                    154.523659,
                    101.688889
                ],
                [
                    156.164038,
                    109.2
                ],
                [
                    157.804416,
                    101.688889
                ],
                [
                    164.694006,
                    104.577778
                ],
                [
                    162.069401,
                    97.644444
                ],
                [
                    164.694006,
                    89.555556
                ],
                [
                    164.037855,
                    56.044444
                ],
                [
                    155.281926,
                    49.560509
                ],
                [
                    147.305994,
                    54.311111
                ],
                [
                    146.321767,
                    84.933333
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "empty chair",
            "x": 184.5453075,
            "y": 211.4666665,
            "width": 23.28793300000001,
            "height": 113.24444499999998,
            "points": [
                [
                    185.362776,
                    154.844444
                ],
                [
                    183.066246,
                    161.2
                ],
                [
                    186.347003,
                    171.6
                ],
                [
                    184.378549,
                    182
                ],
                [
                    174.400872,
                    197.514542
                ],
                [
                    172.901341,
                    206.101156
                ],
                [
                    176.27528,
                    221.292888
                ],
                [
                    187.659306,
                    229.377778
                ],
                [
                    188.315457,
                    238.622222
                ],
                [
                    183.066246,
                    250.177778
                ],
                [
                    191.92429,
                    261.155556
                ],
                [
                    193.236593,
                    268.088889
                ],
                [
                    195.533123,
                    267.511111
                ],
                [
                    196.189274,
                    262.888889
                ],
                [
                    185.690852,
                    249.022222
                ],
                [
                    192.908517,
                    239.777778
                ],
                [
                    191.596215,
                    205.111111
                ],
                [
                    194.22082,
                    178.533333
                ],
                [
                    190.940063,
                    175.066667
                ],
                [
                    190.940063,
                    160.044444
                ],
                [
                    185.362776,
                    154.844444
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "cabin",
            "x": 142.384858,
            "y": 196.15555550000002,
            "width": 90.54889599999998,
            "height": 172.75555500000002,
            "points": [
                [
                    185.690852,
                    172.755556
                ],
                [
                    169.287066,
                    148.488889
                ],
                [
                    168.630915,
                    119.6
                ],
                [
                    165.678233,
                    109.777778
                ],
                [
                    126.9653,
                    128.266667
                ],
                [
                    97.11041,
                    150.8
                ],
                [
                    139.760252,
                    231.688889
                ],
                [
                    148.290221,
                    279.066667
                ],
                [
                    152.883281,
                    282.533333
                ],
                [
                    187.659306,
                    238.622222
                ],
                [
                    185.362776,
                    226.488889
                ],
                [
                    170.927445,
                    219.555556
                ],
                [
                    166.006309,
                    208.577778
                ],
                [
                    167.318612,
                    194.711111
                ],
                [
                    174.864353,
                    184.888889
                ],
                [
                    183.394322,
                    182.577778
                ],
                [
                    185.690852,
                    172.755556
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "employee",
            "x": 259.5078865,
            "y": 330.777778,
            "width": 62.33438499999997,
            "height": 113.82222200000001,
            "points": [
                [
                    238.182965,
                    295.244444
                ],
                [
                    229.652997,
                    316.044444
                ],
                [
                    228.340694,
                    331.066667
                ],
                [
                    248.025237,
                    363.422222
                ],
                [
                    251.962145,
                    380.755556
                ],
                [
                    256.883281,
                    385.955556
                ],
                [
                    261.148265,
                    378.444444
                ],
                [
                    259.835962,
                    366.888889
                ],
                [
                    242.776025,
                    339.155556
                ],
                [
                    238.182965,
                    325.288889
                ],
                [
                    252.290221,
                    333.955556
                ],
                [
                    266.069401,
                    333.955556
                ],
                [
                    274.599369,
                    324.711111
                ],
                [
                    281.488959,
                    339.155556
                ],
                [
                    275.583596,
                    354.177778
                ],
                [
                    263.772871,
                    370.355556
                ],
                [
                    265.085174,
                    383.066667
                ],
                [
                    273.615142,
                    387.688889
                ],
                [
                    274.927445,
                    371.511111
                ],
                [
                    290.018927,
                    349.555556
                ],
                [
                    290.675079,
                    334.533333
                ],
                [
                    271.974763,
                    276.177778
                ],
                [
                    264.757098,
                    273.866667
                ],
                [
                    259.507886,
                    283.111111
                ],
                [
                    248.353312,
                    280.8
                ],
                [
                    238.182965,
                    295.244444
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "empty chair",
            "x": 292.9716085,
            "y": 208.866667,
            "width": 37.400630999999976,
            "height": 103.42222200000003,
            "points": [
                [
                    311.015773,
                    197.022222
                ],
                [
                    308.391167,
                    180.844444
                ],
                [
                    310.359621,
                    171.6
                ],
                [
                    298.876972,
                    157.155556
                ],
                [
                    296.580442,
                    162.355556
                ],
                [
                    297.236593,
                    173.911111
                ],
                [
                    293.62776,
                    177.955556
                ],
                [
                    291.003155,
                    175.644444
                ],
                [
                    288.706625,
                    187.777778
                ],
                [
                    282.14511,
                    200.488889
                ],
                [
                    282.14511,
                    213.2
                ],
                [
                    286.73817,
                    214.355556
                ],
                [
                    288.706625,
                    228.222222
                ],
                [
                    276.567823,
                    226.488889
                ],
                [
                    274.271293,
                    231.688889
                ],
                [
                    289.362776,
                    235.155556
                ],
                [
                    280.832808,
                    250.177778
                ],
                [
                    281.160883,
                    255.377778
                ],
                [
                    292.971609,
                    239.2
                ],
                [
                    301.173502,
                    260.577778
                ],
                [
                    303.141956,
                    254.8
                ],
                [
                    297.236593,
                    238.622222
                ],
                [
                    305.11041,
                    237.466667
                ],
                [
                    309.70347,
                    228.222222
                ],
                [
                    309.047319,
                    217.822222
                ],
                [
                    311.671924,
                    210.888889
                ],
                [
                    308.391167,
                    203.955556
                ],
                [
                    311.015773,
                    197.022222
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "cabin",
            "x": 246.38485799999998,
            "y": 107.1777775,
            "width": 84.64353399999999,
            "height": 80.31111100000001,
            "points": [
                [
                    234.574132,
                    68.177778
                ],
                [
                    207.343849,
                    86.088889
                ],
                [
                    204.063091,
                    112.666667
                ],
                [
                    206.359621,
                    128.266667
                ],
                [
                    226.044164,
                    144.444444
                ],
                [
                    231.949527,
                    143.288889
                ],
                [
                    236.542587,
                    131.733333
                ],
                [
                    245.072555,
                    129.422222
                ],
                [
                    256.883281,
                    136.355556
                ],
                [
                    262.788644,
                    146.755556
                ],
                [
                    269.022082,
                    147.333333
                ],
                [
                    273.287066,
                    138.666667
                ],
                [
                    279.84858,
                    143.288889
                ],
                [
                    282.801262,
                    136.933333
                ],
                [
                    281.488959,
                    130
                ],
                [
                    288.706625,
                    102.266667
                ],
                [
                    286.410095,
                    91.288889
                ],
                [
                    245.728707,
                    67.022222
                ],
                [
                    234.574132,
                    68.177778
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "cabin",
            "x": 343.4952685,
            "y": 189.8,
            "width": 87.26813900000002,
            "height": 150.79999999999998,
            "points": [
                [
                    330.37224,
                    119.022222
                ],
                [
                    315.280757,
                    114.4
                ],
                [
                    304.454259,
                    150.8
                ],
                [
                    299.861199,
                    156.577778
                ],
                [
                    309.70347,
                    170.444444
                ],
                [
                    309.70347,
                    179.688889
                ],
                [
                    322.826498,
                    200.488889
                ],
                [
                    321.18612,
                    210.311111
                ],
                [
                    310.359621,
                    215.511111
                ],
                [
                    310.359621,
                    223.6
                ],
                [
                    345.463722,
                    260
                ],
                [
                    354.977918,
                    265.2
                ],
                [
                    359.570978,
                    257.111111
                ],
                [
                    358.914826,
                    252.488889
                ],
                [
                    366.788644,
                    244.4
                ],
                [
                    374.662461,
                    221.288889
                ],
                [
                    372.694006,
                    209.733333
                ],
                [
                    377.943218,
                    202.8
                ],
                [
                    387.129338,
                    158.888889
                ],
                [
                    330.37224,
                    119.022222
                ]
            ]
        }
    ],
    "height": 416,
    "key": "istockphoto-1466189076-640_adpp_is_mp4-171.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_mp4-171.jpg

Updated Apr 24, 55385

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data