s8-real-time-roadsafety-rules-violation-detection

Object Detection

Dataset Versions

v1

all-s8-project-class

Generated on Apr 28, 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.
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Dataset Split

Train Set 96%
1029Images
Valid Set 3%
32Images
Test Set 1%
10Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Grayscale: Applied

Augmentations

Outputs per training example: 7
Brightness: Between -15% and +15%
Blur: Up to 0.8px
Noise: Up to 0.81% of pixels

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