Abstract: Highlights•We present a novel sparse representation based scene parsing algorithm.•We use boosting concept to refine estimated likelihoods.•This is the first paper to utilize sparse representation for superpixel based scene parsing.•Our approach reduces data capacity compared with nonparametric approaches.
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