Final Project Object detection for instore inventory management

Empty spaces in a supermarket hanger

Object Detection

Empty spaces in a supermarket hanger Image Dataset

v26

2.5K Aug

Generated on Dec 21, 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 81%
1960Images
Valid Set 10%
232Images
Test Set 10%
232Images

Preprocessing

Modify Classes: 2 remapped, 0 dropped

Augmentations

Outputs per training example: 2
Mosaic: Applied
Bounding Box: Shear: ±7° Horizontal, ±6° Vertical