Dataset Versions

v3

2023-03-18 8:50am

Generated on Mar 18, 2023

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.
Other Formats
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Dataset Split

Train Set 91%
3330Images
Valid Set 8%
288Images
Test Set 1%
28Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 1080x1080
Modify Classes: 40 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Hue: Between -25° and +25°
Exposure: Between -25% and +25%
Noise: Up to 5% of pixels

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