Dataset Versions

v3

Test 3 Shark Aerial Video -Flip- Rotate- 90 degree added-

Generated on Jul 27, 2022

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
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Dataset Split

Train Set 86%
132Images
Valid Set 8%
12Images
Test Set 6%
9Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Grayscale: Apply to 6% of images
Hue: Between -24° and +24°
Saturation: Between -18% and +18%
Brightness: Between -24% and +24%
Exposure: Between -7% and +7%
Blur: Up to 4px
Noise: Up to 5% of pixels