Serial Number Plate OCR

NEW ALPHANUMERIC

Object Detection

NEW ALPHANUMERIC Image Dataset

v2

2023-06-18 11:30am

Generated on Jun 18, 2023

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Dataset Split

Train Set 94%
2379Images
Valid Set 5%
126Images
Test Set 1%
30Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 4 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -13° and +13°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 10% of images
Hue: Between -123° and +123°
Saturation: Between -60% and +60%
Brightness: Between -24% and +24%
Exposure: Between -25% and +25%
Blur: Up to 1.5px
Noise: Up to 10% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±9° Horizontal, ±8° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Exposure: Between -15% and +15%
Bounding Box: Blur: Up to 2.5px
Bounding Box: Noise: Up to 5% of pixels