new-workspace-ertfx

YoloV5-container

Object Detection

YoloV5-container Image Dataset

v8

yolov5v7new

Generated on Dec 22, 2021

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Dataset Split

Train Set 90%
2973Images
Valid Set 7%
239Images
Test Set 3%
94Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 512x512

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 15% of images
Blur: Up to 2.5px
Noise: Up to 2% of pixels
Cutout: 6 boxes with 13% size each
Bounding Box: Crop: 7% Minimum Zoom, 36% Maximum Zoom
Bounding Box: Exposure: Between -15% and +15%
Bounding Box: Blur: Up to 4.75px