capstone

최신 데이터셋

Object Detection

최신 데이터셋 Image Dataset

v4

down glass labeling

Generated on May 26, 2022

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Dataset Split

Train Set 82%
2902Images
Valid Set 12%
416Images
Test Set 6%
213Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied

Augmentations

Outputs per training example: 2
Flip: Horizontal
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
Saturation: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 8px
Noise: Up to 5% of pixels
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