Data

WithoutHelmetVest

Object Detection

WithoutHelmetVest Image Dataset

v4

2022-11-02 3:11pm

Generated on Nov 2, 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 92%
1608Images
Valid Set %
0Images
Test Set 8%
134Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 35% Maximum Zoom
Rotation: Between -17° and +17°
Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical