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employee surveillance

Object Detection

Dataset Versions

Try Pre-Trained Model

2023-06-01 6:31pm

Generated on Jun 1, 2023

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YOLOv11

TXT annotations and YAML config used with YOLOv11.

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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.

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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_mp4-76.jpg

416x416

0.17MP

Updated Apr 24, 55385

11:18AM

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

Both

90° Rotate

Applied

Rotation

-1°

Shear

X: 1°
Y: -6°

Saturation

-1%

Brightness

Exposure

Blur

0.25px

Raw Data

Source Data

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    "camera": "Generated by Roboflow",
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    "height": 416,
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    "label": [],
    "labels": [],
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    "preprocessingParsed": [
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        },
        {
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        },
        {
            "name": "Resize",
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        },
        {
            "name": "Auto-Adjust Contrast",
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        {
            "name": "Brightness",
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        },
        {
            "name": "Exposure",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Blur",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Noise",
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        },
        {
            "name": "Flip",
            "value": "Both"
        },
        {
            "name": "90° Rotate",
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        },
        {
            "name": "Rotation",
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        {
            "name": "Shear",
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        {
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        {
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        {
            "name": "Exposure",
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        },
        {
            "name": "Blur",
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    ],
    "source": "suFyhkplQNqhsqoNjbl3",
    "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:[[-2],[-5],[6],[7],[-1],[-2],[2],[-5],[-2],[6],[-2]]\",\n    \"exposure:[[-4],[3],[6],[-3],[-6],[-2],[-1],[-2],[2],[4],[-6]]\",\n    \"blur:[[0.75],[0.75],[0.5],[0.25],[0.5],[0.75],[0.5],[0.5],[0.25],[0],[0.25]]\",\n    \"noise:[[0.5,662306],[0,657246],[0.5,26700],[0.75,141579],[0.5,294504],[1,616410],[0.5,574721],[0.5,825746],[1,373709],[0.5,904961],[0.75,358824]]\",\n    \"flip:[\\\"both\\\"]\",\n    \"ninety:[0]\",\n    \"rotate:[-1]\",\n    \"shear:[1,-6]\",\n    \"saturation:[-1]\",\n    \"brightness:[6]\",\n    \"exposure:[4]\",\n    \"blur:[0.25]\"\n]",
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    "updatedDate": "Apr 24, 55385",
    "updatedTime": "11:18AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "TqSbtiB1U3qALdE3xLYQ/6"
    ],
    "width": 416
}

Annotation Data

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employee surveillance

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2023-06-01 6:31pm

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istockphoto-1466189076-640_adpp_is_mp4-76.jpg

Updated Apr 24, 55385

Generated by Roboflow

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