Dataset Versions

v1

Glasses_1

Generated on Apr 3, 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 85%
39Images
Valid Set 9%
4Images
Test Set 7%
3Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 37% Maximum Zoom
Rotation: Between -24° and +24°
Shear: ±15° Horizontal, ±15° Vertical
Noise: Up to 5% of pixels

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