hackthon project

Hackthon

Object Detection

Hackthon Image Dataset

v2

second

Generated on Feb 24, 2024

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Dataset Split

Train Set 89%
1137Images
Valid Set 7%
84Images
Test Set 4%
51Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 29% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±10° Vertical
Grayscale: Apply to 21% of images
Hue: Between -19° and +19°
Saturation: Between -32% and +32%
Brightness: Between -15% and +15%
Exposure: Between -15% and +15%
Blur: Up to 4.6px
Noise: Up to 1.97% of pixels