Dataset Versions

v18

2023-07-24 2:04pm

Generated on Jul 24, 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 90%
102Images
Valid Set 5%
6Images
Test Set 4%
5Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 640x640

Augmentations

Outputs per training example: 3
Grayscale: Apply to 10% of images
Hue: Between -15° and +15°
Saturation: Between -65% and +65%
Bounding Box: Rotation: Between -14° and +14°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 1.75px
Bounding Box: Noise: Up to 4% of pixels

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