Douglas Vision Model Computer Vision Model

byMcGIll Robotics - AUVTask:
Object Detection
License:CC BY 4.0
Dataset Version
v11

2025-10-25 1:48pm

Generated on Oct 25, 2025
Notes: Changed hue from 15 to 2%

Dataset Split

Train Set 93%
1161Images
Valid Set 5%
60Images
Test Set 2%
30Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x480
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Hue: Between -2° and +2°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 3.6px
Noise: Up to 1.01% of pixels

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