Dataset Versions

v1

apex

Generated on Nov 3, 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 96%
1233Images
Valid Set 3%
32Images
Test Set 1%
14Images

Preprocessing

Auto-Orient: Applied
Resize: Fill (with center crop) in 320x320

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 13% Maximum Zoom
Saturation: Between -27% and +27%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 3px
Noise: Up to 13% of pixels
Cutout: 3 boxes with 23% size each
Mosaic: Applied
Bounding Box: Brightness: Between -18% and +18%
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 3px
Bounding Box: Noise: Up to 9% of pixels

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