Chinmaya Bhat

Final-Safety

Object Detection

Final-Safety Image Dataset

v1

Final-Safety-Dataset

Generated on Dec 2, 2021

Popular Download Formats

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 84%
10626Images
Valid Set 10%
1227Images
Test Set 6%
727Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Adaptive Equalization
Modify Classes: 5 remapped, 4 dropped

Augmentations

Outputs per training example: 2
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Exposure: Between -25% and +25%
Helmet-Vest-helmet-head-person
7247 images
Gloves-Shoe-Helmet-Vest-helmet-head-person
7355 images
Helmet-Head-Person-Vest
7154 images
Head-vest-helmet-glove
7144 images
epi
epi
6014 images