My First Project Computer Vision Model
230 Total Images
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Dataset Split
Train Set 94%
216Images
Valid Set 4%
10Images
Test Set 2%
4Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 768x768
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Applied
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Noise: Up to 0.1% of pixels
Motion Blur: Length 100px, Angle: 0°, Frames: 1
Camera Gain: Variance: 0.06