Dataset Versions

v7

2021-12-20 6:33pm

Generated on Dec 20, 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 88%
486Images
Valid Set 8%
45Images
Test Set 4%
24Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 800x800
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Grayscale: Apply to 25% of images
Brightness: Between -23% and +23%
Noise: Up to 4% of pixels
Bounding Box: Brightness: Between -25% and +25%

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