Dataset Versions

v3

2024-03-19 2:26pm

Generated on Mar 19, 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 92%
1869Images
Valid Set 4%
78Images
Test Set 4%
78Images

Preprocessing

Auto-Orient: Applied
Static Crop: 61-89% Horizontal Region, 25-54% Vertical Region
Resize: Stretch to 640x640
Grayscale: Applied

Augmentations

Outputs per training example: 3
Grayscale: Apply to 21% of images
Noise: Up to 1.89% of pixels
Cutout: 4 boxes with 0% size each
Mosaic: Applied
Bounding Box: Exposure: Between -10% and +10%