things

simple signs

Object Detection

simple signs Image Dataset

v3

2024-02-13 12:21pm

Generated on Feb 13, 2024

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 87%
3409Images
Valid Set 8%
319Images
Test Set 5%
201Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 320x240

Augmentations

Outputs per training example: 3
Bounding Box: Shear: ±10° Horizontal, ±4° Vertical
Bounding Box: Blur: Up to 2px