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Construction Site Safety

Object Detection

Construction Site Safety Image Dataset

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Versions
raw-images_latestversion
v30
Apr 19, 2023
2023-04-18 11:09pm
v29
Apr 19, 2023
YOLOv5s
v28
Feb 1, 2023
YOLOv8s
v27
Jan 10, 2023
v1-ACCURATE-Machinery-aug5xMosaic
v25
Dec 24, 2022
v9-LabelAssist_plusVehicles-Machinery-aug5xMosaic
v24
Dec 24, 2022
v8-LabelAssist_plusVehicles-aug5xMosaic
v23
Dec 23, 2022
v8-LabelAssist_plusVehicles-Machinery-aug5xMosaic
v22
Dec 23, 2022
resized640_forLABEL-ASSIST-aug5x_mosaic
v7
Dec 14, 2022
original_raw-images
v1
Dec 14, 2022
v7

resized640_forLABEL-ASSIST-aug5x_mosaic

Generated on Dec 14, 2022
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1626 Total Images

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Dataset Split

Train Set 94%
1535Images
Valid Set 4%
57Images
Test Set 2%
34Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 7 dropped

Augmentations

Outputs per training example: 5
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -12° and +12°
Shear: ±2° Horizontal, ±2° Vertical
Grayscale: Apply to 10% of images
Hue: Between -15° and +15°
Saturation: Between -20% and +20%
Brightness: Between -25% and +25%
Exposure: Between -20% and +20%
Blur: Up to 0.5px
Cutout: 6 boxes with 2% size each
Mosaic: Applied