ระบบตรวจจับป้ายจราจรโดยใช้ปัญญา2

Object Detection

Dataset Versions

v1

2023-10-06 12:46am

Generated on Oct 5, 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 82%
4773Images
Valid Set 14%
796Images
Test Set 5%
265Images

Preprocessing

Resize: Stretch to 224x224

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -5° and +5°
Grayscale: Apply to 25% of images
Saturation: Between -56% and +56%
Brightness: Between -20% and +20%
Exposure: Between -4% and +4%