ppe_kit Dataset

v5

2023-06-23 11:52pm

Generated on Jun 23, 2023

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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 91%
10478Images
Valid Set %
0Images
Test Set 9%
1010Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 224x224
Modify Classes: 16 remapped, 1 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -15° and +15°
Shear: ±13° Horizontal, ±13° Vertical
Exposure: Between -16% and +16%
Bounding Box: Blur: Up to 0.5px
Helmet-person-vest-no-helmet
9900 images
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vest-helmet
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helmet
4465 images
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personal-protective-equipments
2463 images