Muflihul Hakim Bachtiyar

Image-detection

Object Detection

Image-detection Image Dataset

v9

2023-04-06 8:28am

Generated on Apr 6, 2023

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
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Dataset Split

Train Set 91%
729Images
Valid Set 6%
49Images
Test Set 3%
26Images

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