Dataset Versions

v15

2023-04-05 6:49pm

Generated on Apr 5, 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 88%
531Images
Valid Set 8%
50Images
Test Set 4%
22Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Filter Null: Require at least 4% of images to contain annotations.

Augmentations

Outputs per training example: 3
Grayscale: Apply to 23% of images
Saturation: Between -25% and +25%
Brightness: Between -20% and +20%
Bounding Box: Flip: Horizontal, Vertical

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