A novel loss function based on category distribution for semantic segmentation is proposed in this paper. The new composed of two parts: (1) Pixel-wise cross-entropy. (2) Category proposed. Most existing networks adopt a single pixel-wise cross-entropy function, which guides the network to independently predict class each pixel belongs to. downside that ignoring global information image -- all ...

department of islamic philosophy and wisdom, zanjan university bringing up the ancients’ views and asking about their ultimate condition in mullā ṣadrā’s thinking and that of his disciples has had a significant impact on the formation and development of the motion theory. mentioning the names and bringing up the views of the ancient greek philosophers, as evidences for truthfulness in the disco...

A switching network of depth d is a layered graph with d layers and n vertices in each layer. The edges of the switching network do not cross between layers and in each layer the edges form a partial matching. A switching network defines a stochastic process over Sn that starts with the identity permutation and goes through the layers of the network from first to last, where for each layer and ...