GuenKainto

Yolov8 Traffic

Object Detection

Yolov8 Traffic Image Dataset

v3

2023-08-30 9:45pm

Generated on Aug 30, 2023

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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 89%
3243Images
Valid Set 8%
276Images
Test Set 4%
145Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 40% Maximum Zoom
Grayscale: Apply to 25% of images
Brightness: Between -30% and +30%