121

red light

Object Detection

red light Image Dataset

v1

2024-04-21 1:31am

Generated on Apr 20, 2024

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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 91%
297Images
Valid Set 6%
20Images
Test Set 3%
11Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 800x800

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 36% Maximum Zoom
Rotation: Between -27° and +27°
Grayscale: Apply to 15% of images
Saturation: Between -50% and +50%
Brightness: Between -40% and +40%
Exposure: Between -15% and +15%
Blur: Up to 1.4px
Noise: Up to 1.92% of pixels
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