Dataset Versions

v2

2023-10-28 12:02am

Generated on Oct 27, 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%
1953Images
Valid Set 8%
185Images
Test Set 4%
93Images

Preprocessing

Resize: Fit (white edges) in 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Shear: ±20° Horizontal, ±20° Vertical
Saturation: Between -30% and +30%
Brightness: Between -40% and +40%
Blur: Up to 1.5px
Noise: Up to 5% of pixels
Bounding Box: Flip: Horizontal
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Brightness: Between -40% and +40%

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