Dataset Versions
Versions
v5
Shadows
Generated on Jun 10, 2024
18636 Total Images
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Dataset Split
Train Set 88%
16307Images
Valid Set 8%
1555Images
Test Set 4%
774Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require at least 80% of images to contain annotations.
Augmentations
Outputs per training example: 3
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Brightness: Between -25% and +25%
Exposure: Between -10% and +10%
Blur: Up to 1px
Noise: Up to 1.72% of pixels