Physical based rain effect license plate

Object Detection

Dataset Versions

v5

resized640_aug

Generated on Mar 26, 2023

Popular Download Formats

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 85%
12345Images
Valid Set 9%
1341Images
Test Set 5%
774Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 10% Maximum Zoom
Rotation: Between -10° and +10°
Grayscale: Apply to 10% of images
Hue: Between -15° and +15°
Saturation: Between -15% and +15%
Brightness: Between -15% and +15%
Blur: Up to 0.5px
Cutout: 5 boxes with 2% size each
Bounding Box: Flip: Horizontal
Bounding Box: Shear: ±2° Horizontal, ±2° Vertical
Bounding Box: Exposure: Between -15% and +15%

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