Dataset Versions

v1

MACHINE_DETECTION_YOLOV8_AUG

Generated on Jan 12, 2024

Dataset Split

Train Set 87%
1746Images
Valid Set 8%
167Images
Test Set 4%
83Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Shear: ±10° Horizontal, ±10° Vertical
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Blur: Up to 2.5px
Noise: Up to 0.1% of pixels

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