jdec@ischool.berkeley.edu

DATASCI_251_HW8

Object Detection

DATASCI_251_HW8 Image Dataset

v1

2022-02-27 9:12pm

Generated on Feb 28, 2022

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Dataset Split

Train Set 88%
591Images
Valid Set 8%
56Images
Test Set 4%
28Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -15° and +15°
Blur: Up to 5.25px
Noise: Up to 5% of pixels
Cutout: 3 boxes with 10% size each
cars-or-trucks
194 images
cars-and-trucks
145 images
car-truck-person-trafficlight
318 images