Dataset Versions

v4

2022-04-04 11:21am

Generated on Apr 4, 2022

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 94%
31500Images
Valid Set 6%
1887Images
Test Set 1%
261Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 10 remapped, 1 dropped
Filter Null: Require at least 90% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 28% Maximum Zoom
Blur: Up to 1px
Cutout: 3 boxes with 15% size each

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