Printer Object Detection v1 Computer Vision Model

byBNS OJTTask:
Object Detection
License:CC BY 4.0213 views15 downloads
Dataset Version
v8

2023-08-17 3:38pm

Generated on Aug 17, 2023

Dataset Split

Train Set 82%
204Images
Valid Set 12%
31Images
Test Set 6%
15Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Saturation: Between -40% and +40%
Brightness: Between -25% and +25%
Exposure: Between -15% and +15%
Blur: Up to 1.25px
Noise: Up to 2% of pixels
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±10° Horizontal, ±10° Vertical
Bounding Box: Brightness: Between -20% and +20%
Bounding Box: Exposure: Between -10% and +10%
Bounding Box: Blur: Up to 1px
Bounding Box: Noise: Up to 2% of pixels

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