Combining Convolutional Neural Network and Markov Random Field for Semantic Image Retrieval

Table 1

MAPs (%) and P@10s (%) of semantic image retrieval over all 1599 semantic queries on MIR Flickr 2011. MAP scores and P@10 scores are given in the format MAP/P@10.

Method	All concepts	Query concept length
		2	3	4
TagProp	12.8/27.3	15.2/32.1	10.4/22.6	9.9/21.9
FastTag	13.5/27.6	15.8/31.9	10.9/23.2	10.4/22.1
VGG	17.1/32.8	19.8/37.9	14.0/27.7	13.7/27.3
DBM	17.8/35.7	20.5/40.6	15.0/30.8	14.4/30.1
GoogLeNet	19.0/35.8	21.9/40.6	15.4/30.5	15.2/30.5
Ours	21.3/39.2	24.6/45.2	17.7/34.0	16.8/31.8