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yolov8

Object Detection

yolov8 Image Dataset

v4

2023-09-10 6:45pm

Generated on Sep 10, 2023

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 90%
5541Images
Valid Set 8%
479Images
Test Set 3%
157Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Cutout: 10 boxes with 20% size each
Mosaic: Applied
Bounding Box: Noise: Up to 15% of pixels