CV Individual A Dataset

v6

2023-02-05 1:11pm

Generated on Feb 5, 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 88%
1632Images
Valid Set 8%
152Images
Test Set 4%
78Images

Preprocessing

Auto-Orient: Applied
Static Crop: 12-91% Horizontal Region, 37-75% Vertical Region
Resize: Stretch to 640x640
Modify Classes: 3 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 37% Maximum Zoom
Brightness: Between -31% and +31%
Mosaic: Applied
reflective-other-helmet-head
764 images
ppe
r
w
774 images
ppe
personal-protective-equipments
764 images