Traffic volume prediction using aerial imagery and sparse data from road counts

•Paper proposed traffic prediction based on vehicle detection from aerial images.•Predictors (road characteristics and image timestamps) were captured from aerial images.•The model proposes a coefficient of transformation (day to year) for image-based counts.•Predicted Image-based AADTs are close to the observed traffic counts.