Nontawat Wuttikam

Properties Tagging

Object Detection

Properties Tagging Image Dataset

v16

Mond3:15am

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.
Other Formats
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Dataset Split

Train Set 72%
5586Images
Valid Set 19%
1503Images
Test Set 8%
621Images

Preprocessing

Modify Classes: 3 remapped, 7 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Brightness: Between -8% and +8%
Exposure: Between -10% and +10%
Cutout: 25 boxes with 5% size each
Bounding Box: Blur: Up to 17.25px