Dataset Versions

v5

2023-03-05 10:31pm

Generated on Mar 5, 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 76%
34407Images
Valid Set 12%
5446Images
Test Set 12%
5511Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Modify Classes: 0 remapped, 170 dropped

Augmentations

Outputs per training example: 3
Blur: Up to 4px
Cutout: 3 boxes with 15% size each
Bounding Box: Exposure: Between -25% and +25%

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