Nadim Ahmed

Circuit Component Detection

Object Detection

Circuit Component Detection Image Dataset

v6

2024-03-23 1:42pm

Generated on Mar 23, 2024

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
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Dataset Split

Train Set 94%
280Images
Valid Set 3%
10Images
Test Set 2%
7Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 800x800

Augmentations

Outputs per training example: 7
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 0.18% of pixels