Dataset Versions

v16

2023-08-14 4:08pm

Generated on Aug 14, 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 87%
3255Images
Valid Set 8%
316Images
Test Set 4%
155Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 2 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Grayscale: Apply to 50% of images
Saturation: Between -48% and +48%
Exposure: Between -21% and +21%
Noise: Up to 2% of pixels
Bounding Box: Flip: Horizontal

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