Dataset Versions

v1

2023-09-12 1:27am

Generated on Sep 11, 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 92%
11972Images
Valid Set 6%
842Images
Test Set 1%
143Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 19 remapped, 0 dropped
Filter by Tag: 0 required, 1 dropped

Augmentations

Outputs per training example: 3
Exposure: Between -15% and +15%
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Brightness: Between -20% and +20%
Bounding Box: Noise: Up to 5% of pixels