Dataset Versions

v11

2024-07-25 7:20am

Generated on Jul 25, 2024

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 86%
187773Images
Valid Set 10%
21813Images
Test Set 4%
9373Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 29-71% Horizontal Region, 16-49% Vertical Region
Resize: Stretch to 640x640
Grayscale: Applied

Augmentations

Outputs per training example: 3
Shear: ±10° Horizontal, ±10° Vertical
Hue: Between -15° and +15°
Brightness: Between -15% and +15%
Blur: Up to 2.5px
Cutout: 3 boxes with 10% size each

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