SimpleSymbols Dataset

v11

synthetic-resized-960

Generated on Apr 29, 2022

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

Train Set 92%
540Images
Valid Set 5%
30Images
Test Set 3%
18Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 960x960
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 5
Flip: Horizontal, Vertical
Blur: Up to 3px
Noise: Up to 2% of pixels
Bounding Box: Brightness: Between -10% and +10%
Bounding Box: Blur: Up to 0.5px

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