Linn Jeanette Myhren

Buoy

Object Detection

Buoy Image Dataset

v4

YOLOtrainingv4

Generated on Apr 29, 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%
1035Images
Valid Set 8%
97Images
Test Set 5%
56Images

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