Dataset Versions
v3
2023-12-07 9:35am
Generated on Dec 7, 2023
4057 Total Images
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Dataset Split
Train Set 93%
3774Images
Valid Set 6%
234Images
Test Set 1%
49Images
Preprocessing
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 48 dropped
Filter Null: Require all images to contain annotations.
Augmentations
Outputs per training example: 3
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 2.5px
Bounding Box: Noise: Up to 5% of pixels