Computer vision, machine learning, pattern recognition and natural language processing. Specic interests in segment-based object recognition, scene understanding and semantic segmentation, video object segmentation and recognition, composite statistical inference, large-scale machine learning, Monte Carlo methods, random Fourier methods, kernel methods.