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Senior Design

Object Detection

Senior Design Image Dataset

v2

2022-04-10 10:45am

Generated on Apr 10, 2022

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Dataset Split

Train Set 83%
45804Images
Valid Set 6%
3156Images
Test Set 11%
6100Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Grayscale: Applied
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Grayscale: Apply to 25% of images
Brightness: Between -25% and +25%
Blur: Up to 10px
Noise: Up to 5% of pixels