Dataset Versions
v1
MACHINE_DETECTION_YOLOV8_AUG
Generated on Jan 12, 2024
1996 Total Images
View All ImagesDataset 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