Dataset Versions

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Versions
augmented10x_70-20-10Split
v8
·
2 years ago
augmented3x_70-20-10Split
v7
·
2 years ago
resized416by416_70-20-10Split
v6
·
2 years ago
original_raw-images_70-20-10Split
v5
·
2 years ago
augmented10x_80-20TrainTestSplit
v4
·
2 years ago
augmented3x_80-20TrainTestSplit
v3
·
2 years ago
resized416by416_80-20TrainTestSplit
v2
·
2 years ago
original_raw-images_80-20TrainTestSplit
v1
·
2 years ago
v8

augmented10x_70-20-10Split

Generated on Oct 23, 2022
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1835 Total Images

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Dataset Split

Train Set 96%
1760Images
Valid Set 3%
50Images
Test Set 1%
25Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 10
Flip: Horizontal
Crop: 0% Minimum Zoom, 25% Maximum Zoom
Rotation: Between -15° and +15°
Grayscale: Apply to 10% of images
Hue: Between -20° and +20°
Saturation: Between -20% and +20%
Brightness: Between -20% and +20%
Exposure: Between -20% and +20%
Blur: Up to 1px
Noise: Up to 1% of pixels
Cutout: 6 boxes with 3% size each

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