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Muni-LEIMS3⚡🌍

Object Detection

Muni-LEIMS3⚡🌍 Image Dataset

Try Pre-Trained Model
Versions
2022-03-22 10:58pm
v1
Mar 22, 2022
v1

2022-03-22 10:58pm

Generated on Mar 22, 2022
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Popular Download Formats

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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3717 Total Images

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Dataset Split

Train Set 87%
3252Images
Valid Set 8%
309Images
Test Set 4%
156Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 46% of images
Hue: Between -63° and +63°
Saturation: Between -68% and +68%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 4.5px
Noise: Up to 5% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Brightness: Between -6% and +6%
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 6.25px
Bounding Box: Noise: Up to 11% of pixels