Dataset Versions

v8

2023-11-29 10:09am

Generated on Nov 29, 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.
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Dataset Split

Train Set 87%
17139Images
Valid Set 8%
1627Images
Test Set 4%
822Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 25% of images
Brightness: Between -30% and +30%
Blur: Up to 3px
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 5px

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