Mage9 Robotika thing Dataset

v2

2023-09-15 4:42pm

Generated on Sep 15, 2023

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Dataset Split

Train Set 88%
2434Images
Valid Set 8%
231Images
Test Set 4%
108Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Fit within 640x640
Grayscale: Applied
Tile: 3 rows x 1 columns
Filter Null: Require at least 65% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 10% Minimum Zoom, 40% Maximum Zoom
Saturation: Between -25% and +25%
Blur: Up to 2.5px
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Noise: Up to 5% of pixels

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