Nadim Ahmed

Circuit Component Detection

Object Detection

Circuit Component Detection Image Dataset

v16

2024-05-22 12:39am

Generated on May 21, 2024

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Pascal VOC XML
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Dataset Split

Train Set 97%
7154Images
Valid Set 2%
128Images
Test Set 2%
127Images

Preprocessing

Resize: Fit (white edges) in 2000x2000

Augmentations

Outputs per training example: 7
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -20° and +20°
Shear: ±10° Horizontal, ±10° Vertical
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2px
Noise: Up to 0.22% of pixels