Muflihul Hakim Bachtiyar

Image-detection

Object Detection

Image-detection Image Dataset

v13

2023-04-11 9:30am

Generated on Apr 11, 2023

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Dataset Split

Train Set 90%
882Images
Valid Set 7%
66Images
Test Set 3%
33Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-78% Horizontal Region, 25-78% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 40% of images
Exposure: Between -16% and +16%
Bounding Box: Flip: Horizontal
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 10px
Bounding Box: Noise: Up to 11% of pixels