Nontawat Wuttikam

Properties Tagging

Object Detection

Properties Tagging Image Dataset

v9

2022-03-16 10:49pm

Generated on Mar 16, 2022

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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Preprocessing

Modify Classes: 3 remapped, 6 dropped

Augmentations

Outputs per training example: 1
Rotation: Between -6° and +6°
Shear: ±5° Horizontal, ±8° Vertical
Brightness: Between -8% and +8%
Exposure: Between -10% and +10%
Cutout: 14 boxes with 4% size each
Bounding Box: Blur: Up to 10.75px