Driver Monitoring

DMD

Object Detection

DMD Image Dataset

v4

2023-08-09 8:18pm

Generated on Aug 9, 2023

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.
Other Formats
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Dataset Split

Train Set 80%
5095Images
Valid Set 13%
849Images
Test Set 7%
421Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
driver-behaviour-gesture
4500 images
DMD
awake-or-distracted
1177 images
drs
drowsy
7378 images
Driver-atention
4711 images