diogo

circuits

Object Detection

circuits Image Dataset

v6

2024-04-24 7:20pm

Generated on Apr 24, 2024

Popular Download Formats

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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 96%
1358Images
Valid Set 3%
42Images
Test Set 1%
12Images

Preprocessing

Auto-Orient: Applied
Static Crop: 5-95% Horizontal Region, 5-95% Vertical Region
Resize: Fit within 640x400
Grayscale: Applied
Tile: 1 rows x 2 columns

Augmentations

Outputs per training example: 7
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 10% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±5° Horizontal, ±5° Vertical
Blur: Up to 0.8px
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