Tesis Computer Vision Model

byClassTask:
Object Detection
License:CC BY 4.0970 views41 downloads
Versions
Dataset Version
v3

2023-06-03 8:43pm

Generated on Jun 4, 2023

Dataset Split

Train Set 87%
1299Images
Valid Set 8%
122Images
Test Set 5%
67Images

Preprocessing

Resize: Stretch to 1920x1080

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 53% Maximum Zoom
Rotation: Between -45° and +45°
Shear: ±45° Horizontal, ±45° Vertical
Grayscale: Apply to 100% of images
Hue: Between -180° and +180°
Saturation: Between -89% and +89%
Brightness: Between -52% and +52%
Exposure: Between -31% and +31%
Blur: Up to 4.25px
Noise: Up to 9% of pixels
Cutout: 1 boxes with 29% size each
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Crop: 0% Minimum Zoom, 99% Maximum Zoom
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Brightness: Between -41% and +41%
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 12.5px
Bounding Box: Noise: Up to 15% of pixels

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