Dataset Versions

v7

2023-01-26 2:21am

Generated on Jan 25, 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.
Other Formats
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Dataset Split

Train Set 90%
9363Images
Valid Set 10%
1046Images
Test Set %
0Images

Preprocessing

Modify Classes: 6 remapped, 5 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Shear: ±27° Horizontal, ±33° Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±18° Horizontal, ±18° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 4px
Bounding Box: Noise: Up to 5% of pixels

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