Project_Detection Computer Vision Model

bytestTask:
Object Detection
License:Public Domain
Dataset Version
v2

model v2

Generated on Oct 24, 2025
Notes: model v 2 focus taking_notes look at the board lookaway usingphone

Dataset Split

Train Set 92%
6582Images
Valid Set 4%
283Images
Test Set 4%
269Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640
Grayscale: Applied
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 0.1% of pixels

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