Dataset Versions

v15

2023-02-24 8:31am

Generated on Feb 24, 2023

1763 Total Images

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Dataset Split

Train Set 67%
1184Images
Valid Set 19%
335Images
Test Set 14%
244Images

Preprocessing

Resize: Stretch to 640x640
Modify Classes: 7 remapped, 3 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 2
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 19% Maximum Zoom
Grayscale: Apply to 11% of images
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Noise: Up to 5% of pixels

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