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Parkinson

Classification

Parkinson Image Dataset

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Versions
2023-02-18 10:59pm
v2
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a year ago
2023-02-18 10:38pm
v1
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a year ago
v2

2023-02-18 10:59pm

Generated on Feb 18, 2023
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5012 Total Images

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Dataset Split

Train Set 87%
4380Images
Valid Set 9%
432Images
Test Set 4%
200Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
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%
Blur: Up to 10px
Noise: Up to 5% of pixels
Cutout: 3 boxes with 10% size each