Dataset Versions

v67

final640AUG

Generated on Apr 22, 2023

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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.
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Dataset Split

Train Set 95%
870Images
Valid Set 3%
26Images
Test Set 2%
20Images

Preprocessing

Resize: Stretch to 640x640
Modify Classes: 33 remapped, 1013 dropped

Augmentations

Outputs per training example: 10
Rotation: Between -5° and +5°
Grayscale: Apply to 50% of images
Brightness: Between -15% and +15%
Exposure: Between -25% and +25%
Blur: Up to 0.75px
Noise: Up to 1% of pixels

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