pfe

traffic signs

Object Detection

traffic signs Image Dataset

v1

TSD DATASET

Generated on Jun 26, 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.
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Dataset Split

Train Set 87%
1728Images
Valid Set 8%
165Images
Test Set 4%
83Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 35% of images
Brightness: Between -29% and +29%
Blur: Up to 1px
Noise: Up to 6% of pixels