traficlight

trafic_yellow

Object Detection

trafic_yellow Image Dataset

v11

2023-04-13 5:04pm

Generated on Apr 13, 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 76%
6452Images
Valid Set 19%
1616Images
Test Set 5%
432Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 1
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 25% Maximum Zoom
Exposure: Between -25% and +25%
Noise: Up to 7% of pixels
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise