Mustafa elik

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Object Detection

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Versions
2022-11-23 5:13pm
v4
Nov 23, 2022
2022-11-23 5:00pm
v3
Nov 23, 2022
2022-11-09 3:41pm
v1
Nov 9, 2022
v4

2022-11-23 5:13pm

Generated on Nov 23, 2022
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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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14331 Total Images

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Dataset Split

Train Set 88%
12678Images
Valid Set 8%
1191Images
Test Set 3%
462Images

Preprocessing

Modify Classes: 8 remapped, 2 dropped

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -17° and +17°
Shear: ±17° Horizontal, ±17° Vertical
Grayscale: Apply to 100% of images
Hue: Between -15° and +15°
Saturation: Between -30% and +30%
Brightness: Between -50% and +50%
Exposure: Between -25% and +25%
Blur: Up to 4px
Noise: Up to 10% of pixels
Mosaic: Applied