Scene parsing by nonparametric label transfer of content-adaptive windows
CollageParsing is a scene parsing algorithm that matches content-adaptive windows. Unlike superpixels, content-adaptive windows are designed to preserve objects. A powerful MRF unary is constructed by performing label transfer using the windows. Gains of 1519% average per-class accuracy are obtained on a standard benchmark.
objectness image parsing semantic segmentation scene understanding