Dataset Versions

v6

2023-06-01 6:31pm

Generated on Jun 1, 2023

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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

See More
employee surveillance
Annotate
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train
Labels
Attributes
Raw Data

Annotations

Group:
monitoring-of-employees

Classes

Layers

 
cabin
3
 
employee
3
 
empty chair
1
 
occupied chair
1

Unused Classes

bayarea
cabin area
chair
employee not working
employee working
employees
employees discussing
monitoring-of-employees
object

Tags

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

Attributes

istockphoto-1466189076-640_adpp_is_mp4-154.jpg

416x416
0.17MP

Updated Apr 24, 55385

11:21AM
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
Brightness Applied Per Bounding Box
Exposure Applied Per Bounding Box
Blur Applied Per Bounding Box
Noise Applied Per Bounding Box
Flip Horizontal
90° Rotate Applied
Rotation
Shear X: 5°
Y: 6°
Grayscale Applied
Saturation -2%
Brightness -1%
Exposure -6%
Blur 0.5px

Annotation History

Loading...

Raw Data

Source Data

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    "camera": "Generated by Roboflow",
    "datasets": [
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    ],
    "destination": "1ae6040c23f176ff9ad9a744514a54ee",
    "height": 416,
    "id": "tJ4huMq0VwmdBuUWMRto",
    "label": [],
    "labels": [],
    "name": "istockphoto-1466189076-640_adpp_is_mp4-154.jpg",
    "numSteps": 17,
    "owner": "2wxm0w1XgrWNtQnNKg81",
    "preprocessing": [
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        "static-crop:[1,100,0,100]",
        "resize:[\"Stretch to\",416,416]",
        "auto-contrast:[\"Contrast Stretching\"]",
        "brightness:[[4],[-6],[-2],[1],[-4],[-6],[-7],[-2]]",
        "exposure:[[-7],[7],[4],[3],[6],[7],[3],[3]]",
        "blur:[[0],[0],[0.5],[0],[0.25],[0.25],[0.25],[0]]",
        "noise:[[0.75,419229],[0.5,865931],[0,104986],[0.25,893290],[0.25,83527],[0,646390],[0.25,210040],[0,950498]]",
        "flip:[\"horizontal\"]",
        "ninety:[0]",
        "rotate:[0]",
        "shear:[5,6]",
        "grayscale",
        "saturation:[-2]",
        "brightness:[-1]",
        "exposure:[-6]",
        "blur:[0.5]"
    ],
    "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"
        },
        {
            "name": "Brightness",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Exposure",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Blur",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Noise",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Flip",
            "value": "Horizontal"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "0°"
        },
        {
            "name": "Shear",
            "value": "X: 5°<br/>Y: 6°"
        },
        {
            "name": "Grayscale",
            "value": "Applied"
        },
        {
            "name": "Saturation",
            "value": "-2%"
        },
        {
            "name": "Brightness",
            "value": "-1%"
        },
        {
            "name": "Exposure",
            "value": "-6%"
        },
        {
            "name": "Blur",
            "value": "0.5px"
        }
    ],
    "source": "tJ4huMq0VwmdBuUWMRto",
    "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    \"brightness:[[4],[-6],[-2],[1],[-4],[-6],[-7],[-2]]\",\n    \"exposure:[[-7],[7],[4],[3],[6],[7],[3],[3]]\",\n    \"blur:[[0],[0],[0.5],[0],[0.25],[0.25],[0.25],[0]]\",\n    \"noise:[[0.75,419229],[0.5,865931],[0,104986],[0.25,893290],[0.25,83527],[0,646390],[0.25,210040],[0,950498]]\",\n    \"flip:[\\\"horizontal\\\"]\",\n    \"ninety:[0]\",\n    \"rotate:[0]\",\n    \"shear:[5,6]\",\n    \"grayscale\",\n    \"saturation:[-2]\",\n    \"brightness:[-1]\",\n    \"exposure:[-6]\",\n    \"blur:[0.5]\"\n]",
    "updated": 1685624469661,
    "updatedDate": "Apr 24, 55385",
    "updatedTime": "11:21AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "TqSbtiB1U3qALdE3xLYQ/6"
    ],
    "width": 416
}
                            
                            

Annotation Data

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        },
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            "type": "polygon",
            "label": "occupied chair",
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