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
| Â | 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 | |