Convex Relaxation for Multilabel Problems with Product Label Spaces

@inproceedings{Goldlcke2010ConvexRF,
  title={Convex Relaxation for Multilabel Problems with Product Label Spaces},
  author={Bastian Goldl{\"u}cke and Daniel Cremers},
  booktitle={ECCV},
  year={2010}
}
Convex relaxations for continuous multilabel problems have attracted a lot of interest recently [1–5]. Unfortunately, in previous methods, the runtime and memory requirements scale linearly in the total number of labels, making them very inefficient and often unapplicable for problems with higher dimensional label spaces. In this paper, we propose a reduction technique for the case that the label space is a product space, and introduce proper regularizers. The resulting convex relaxation… CONTINUE READING
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