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Object Detection

... Image Dataset

v2

2023-08-18 10:42am

Generated on Aug 18, 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.
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Dataset Split

Train Set 89%
2538Images
Valid Set 7%
212Images
Test Set 4%
106Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Rotation: Between -5° and +5°
Brightness: Between -10% and +10%
Blur: Up to 1px
Noise: Up to 2% of pixels
Cutout: 3 boxes with 10% size each