2D and 3D superpixel features for object representation.

A modified aggregated boosting decision forest for fast and accurate classification.

Only a small amount of samples for building classification model.

An effective tool for accurate and efficient semantic annotation of complex street views.

Better performance in accuracy, robustness and computation efficiency.