Dataset Versions
Versions
v1
2021-12-22 2:55pm
Generated on Dec 22, 2021
549 Total Images
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Dataset Split
Train Set 87%
480Images
Valid Set 8%
46Images
Test Set 4%
23Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 0 remapped, 0 dropped
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 25% of images
Exposure: Between -25% and +25%
Cutout: 10 boxes with 20% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 10px
Bounding Box: Noise: Up to 5% of pixels