FPT

traffic_sign

Object Detection

traffic_sign Image Dataset

v1

2023-07-31 3:29pm

Generated on Jul 31, 2023

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 93%
6300Images
Valid Set 7%
503Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 240x180

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -3° and +3°
Grayscale: Apply to 25% of images
Brightness: Between -30% and +30%
Blur: Up to 1px
Noise: Up to 3% of pixels
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