v3

2024-07-26 8:46am

Generated on Jul 26, 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 97%
11453Images
Valid Set 1%
155Images
Test Set 1%
140Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 960x600
Filter Null: Require at least 70% of images to contain annotations.

Augmentations

Outputs per training example: 3
Grayscale: Apply to 5% of images
Saturation: Between -20% and +20%
Brightness: Between -15% and +15%
Blur: Up to 1.3px
Noise: Up to 0.3% of pixels

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