Dataset Versions

v12

2023-01-24 10:11am

Generated on Jan 24, 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 83%
1037Images
Valid Set 11%
134Images
Test Set 6%
78Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x360
Modify Classes: 6 remapped, 12 dropped
Filter Null: Require at least 97% of images to contain annotations.

Augmentations

Outputs per training example: 2
Rotation: Between -15° and +15°
Blur: Up to 3px
Noise: Up to 1% of pixels
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Blur: Up to 5px

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