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Merge_Discussions&Stab_Knife_Deploy

Object Detection

Merge_Discussions&Stab_Knife_Deploy Image Dataset

Versions
2022-07-30 1:38pm WITHaugs_5944
v8
Jul 30, 2022
2022-07-25 4:51pm WithOUTAugs_2284
v1
Jul 25, 2022
v8

2022-07-30 1:38pm WITHaugs_5944

Generated on Jul 30, 2022
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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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5944 Total Images

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Dataset Split

Train Set 92%
5490Images
Valid Set 8%
454Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±5° Horizontal, ±9° Vertical
Grayscale: Apply to 5% of images
Hue: Between -2° and +2°
Brightness: Between -5% and +5%
Exposure: Between -1% and +1%
Blur: Up to 0.75px
Noise: Up to 1% of pixels
Bounding Box: Brightness: Between 0% and +2%