360digitmg

Inventory of Steel rods

Object Detection

Inventory of Steel rods Image Dataset

v7

2023-06-03 7:08am

Generated on Jun 3, 2023

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

Train Set 88%
1911Images
Valid Set 8%
183Images
Test Set 4%
89Images

Preprocessing

Resize: Stretch to 640x640
Modify Classes: 0 remapped, 6 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -45° and +45°
Shear: ±20° Horizontal, ±20° Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 1.5px
Noise: Up to 5% of pixels
Mosaic: Applied