With increasing demand for efficient image and video analysis, test-time cost of scene parsing becomes critical for many large-scale or time-sensitive vision applications. We propose a dynamic hierarchical model for anytime scene labeling that allows …

Visual dictionary learning has the capacity to determine sparse representations of input images in a data-driven manner using over-complete bases. Sparsity allows robustness to distractors and resistance against over-fitting, two valuable attributes …