Dataset Versions

v1

huge 1

Generated on Nov 13, 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 90%
32451Images
Valid Set 10%
3618Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Saturation: Between -20% and +20%
Brightness: Between -15% and +15%
Exposure: Between -20% and +20%
Blur: Up to 1px
Bounding Box: Brightness: Between -20% and +20%
Bounding Box: Exposure: Between -20% and +20%

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