PS1 Project

Dataset PS1

Classification

Dataset PS1 Image Dataset

v4

2023-07-01 5:18pm

Generated on Jul 1, 2023

Dataset Split

Train Set 92%
555Images
Valid Set 6%
35Images
Test Set 2%
15Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 2048x1152

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: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 25% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
transformers-dampers-insulators
133 images
UPM
towers-and-elements
133 images
faults
133 images
UPM
power-line-components
133 images