Hasnaa Bennis

Traffic-lights

Object Detection

Traffic-lights Image Dataset

v2

green-red-yellow-off-split

Generated on Jan 1, 2022

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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 78%
3338Images
Valid Set 15%
630Images
Test Set 8%
338Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 9 remapped, 9 dropped

Augmentations

Outputs per training example: 1
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Saturation: Between -25% and +25%
Brightness: Between -19% and +19%