Nontawat Wuttikam

Properties Tagging

Object Detection

Properties Tagging Image Dataset

v18

Kows 10:46am

Generated on Mar 17, 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 100%
14802Images
Valid Set 0%
2Images
Test Set 0%
1Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Modify Classes: 3 remapped, 3 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal
Grayscale: Apply to 25% of images
Brightness: Between -8% and +8%
Exposure: Between -10% and +10%
Cutout: 25 boxes with 5% size each
Bounding Box: Blur: Up to 17.25px