Top Camera Instance Segmentation Computer Vision Dataset
Dataset Version
Generated on May 9, 2026
Notes: Segmentation of the PCB dataset for Orientation detection with YOLO v8
153 Total Images
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Dataset Split
Train Set 92%
141Images
Valid Set 8%
12Images
Test Set %
0Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied
Random Sample: Include 71% train, 71% valid, 70% test
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Hue: Between -15° and +15°
Exposure: Between -10% and +10%
Blur: Up to 3px
Noise: Up to 1.88% of pixels