capestone Computer Vision Model

bycapestoneTask:
Object Detection
License:CC BY 4.0
Dataset Version
v12

2024-09-25 3:30pm

Generated on Sep 25, 2024

Dataset Split

Train Set 88%
1659Images
Valid Set 8%
148Images
Test Set 4%
79Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640
Grayscale: Applied
Filter Null: Require at least 50% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Grayscale: Apply to 15% of images
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Noise: Up to 0.1% of pixels

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