Dataset Versions

v22

2023-05-18 12:02am

Generated on May 18, 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 89%
1623Images
Valid Set 7%
132Images
Test Set 3%
61Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 1280x720
Modify Classes: 10 remapped, 5 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Brightness: Between -25% and +25%
Noise: Up to 5% of pixels
Bounding Box: Noise: Up to 12% of pixels