Versig Project

Signature

Object Detection

Signature Image Dataset

v6

2024-06-12 11:05am

Generated on Jun 12, 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 88%
4944Images
Valid Set 8%
471Images
Test Set 4%
234Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (white edges) in 640x640

Augmentations

Outputs per training example: 3
Grayscale: Apply to 50% of images
Noise: Up to 0.3% of pixels
Bounding Box: Noise: Up to 0.1% of pixels