Dataset Versions

v10

2021-12-08 6:47pm

Generated on Dec 8, 2021

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 73%
447Images
Valid Set 17%
103Images
Test Set 10%
64Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Grayscale: Apply to 25% of images
Brightness: Between -25% and +25%
Blur: Up to 1px
Cutout: 4 boxes with 30% size each
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Blur: Up to 10px
Bounding Box: Noise: Up to 5% of pixels

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