Traffic Violation Detection

TVD

Object Detection

TVD Image Dataset

v7

grayscale n augmented

Generated on Oct 31, 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.
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Dataset Split

Train Set 82%
1242Images
Valid Set 10%
153Images
Test Set 8%
115Images

Preprocessing

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

Augmentations

Outputs per training example: 3
Rotation: Between -20° and +20°
Noise: Up to 5% of pixels
Triple riding, No helmet, Using mobile, Wheeling-4VFD
670 images
TVD-boxes-to-segmentations
694 images
Triple riding, No helmet, Using mobile, Wheeling-QUdI
682 images
No_Parking-Not_Wearing_Helmet
1316 images