CV tutorial

Bottle Scanner

Object Detection

Bottle Scanner Image Dataset

v2

2022-12-19 2:11pm

Generated on Dec 19, 2022

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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 88%
441Images
Valid Set 6%
31Images
Test Set 6%
32Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Exposure: Between -25% and +25%
Blur: Up to 4.25px