Linn Jeanette Myhren

Buoy

Object Detection

Buoy Image Dataset

v3

YOLOtrainingv3

Generated on Apr 19, 2022

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 87%
681Images
Valid Set 8%
63Images
Test Set 5%
39Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal
Shear: ±20° Horizontal, ±20° Vertical
Brightness: Between -40% and +40%
Exposure: Between -40% and +40%
Blur: Up to 2px
Noise: Up to 9% of pixels