asu

mobile detection

Object Detection

mobile detection Image Dataset

v16

2023-06-29 2:51pm

Generated on Jun 29, 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 87%
17548Images
Valid Set 9%
1769Images
Test Set 4%
899Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Grayscale: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Grayscale: Apply to 100% of images
dms
driver-states
4844 images
dms
dms
driver-states
1058 images
drinking
1000 images
safe-looking-away
4046 images