Jui

Driver behaviors

Object Detection

Driver behaviors Image Dataset

v9

2022-12-22 4:32pm

Generated on Dec 22, 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 75%
11932Images
Valid Set 15%
2393Images
Test Set 10%
1542Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640
Modify Classes: 11 remapped, 0 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Exposure: Between -25% and +25%
open_eye-closed_eye-seatbelt
9728 images
seatbelt
4585 images
awake-drowsy-smoke-phone
5042 images