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Table 3 Comparison of network models implemented on CUHK-SYSU and PRW datasets for person search

From: ABOS: an attention-based one-stage framework for person search

  Models CUHK-SYSU PRW
mAP (\(\%\)) Top-1 (\(\%\)) mAP (\(\%\)) Top-1 (\(\%\))
One-step OIM [1] 75.5 78.7 21.3 49.4
RCAA [17] 79.3 81.3
BINet [46] 90.0 90.7 45.3 81.7
NAE [47] 91.5 92.4 43.3 80.9
NAE+ [47] 92.1 92.9 44.0 81.1
AlignPS [7] 92.5 93.0 45.4 83.3
AlignPS+ [7] 92.9 93.6 45.9 83.8
Ours 93.7 94.3 46.4 84.9
Ours+ 93.4 94.0 45.2 84.7
Two-step CNN+CLSA [18] 87.2 88.5 38.7 65.0
OR [48] 92.3 93.8 52.3 71.5
FPN+RDLR [38] 93.0 94.2 42.9 70.2
  1. AlignPS [7] and AlignPS+ [7] represent the effect achieved when reducing the parameter to replication