Attention guided by human keypoint for infrared-visible person re-identification

方法名	全查模式				室外模式
方法名	rank-1/%	rank-10/%	rank-20/%	mAP/%	rank-1/%	rank-10/%	rank-20/%	mAP/%
Zero-Pad ^［25］	14.8	54.12	71.33	15.59	20.58	68.38	85.79	26.92
Hi-CMD ^［19］	34.94	77.58	-	35.94	-	-	-	-
DDAG ^［20］	54.75	90.36	95.81	53.02	61.02	94.06	98.41	67.98
AGW ^［26］	47.5	84.39	92.14	47.65	54.17	91.14	95.98	62.97
NFS ^［21］	56.91	91.34	96.52	55.45	62.79	96.53	99.07	69.79
PMT ^［22］	67.53	95.36	98.64	64.98	71.66	-	-	69.5
HCML ^［23］	14.32	53.16	69.17	16.16	24.52	73.25	86.73	30.08
AlignGAN ^［24］	42.4	85.0	93.7	40.7	45.9	87.6	94.4	54.30
本文方法	71.42	95.61	98.86	65.89	78.88	98.31	99.1	81.65

Table 2. Comparison of test results on RegDB dataset

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Table 2. Comparison of test results on RegDB dataset

方法名	可见查红外				红外查可见
方法名	rank-1/%	rank-10/%	rank-20/%	mAP/%	rank-1/%	rank-10/%	rank-20/%	mAP/%
Zero-Pad	17.75	34.21	44.35	18.9	-	-	44.25	17.82
Hi-CMD	70.93	86.39	-	66.04	-	-	-	-
DDAG	69.34	86.19	91.49	63.46	68.06	85.15	90.31	61.8
AGW	70.05	87.28	92.04	66.37	68.83	83.69	88.35	64.45
NFS	80.54	91.96	95.07	72.1	77.95	16.63	34.68	69.79
PMT	84.83	-	-	76.55	84.16	-	-	75.13
HCML	24.44	47.53	56.78	20.08	21.7	45.02	55.58	22.24
AlignGAN	57.9	-	-	53.6	56.3	-	-	53.4
本文方法	89.52	92.31	95.34	80.89	88.11	92.23	97.67	82.57

Table 3. Performance comparison with and without LMG
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Table 3. Performance comparison with and without LMG
设置 SYSU-MM01
基线 LMG 全局 mAP/% Rank-1/%
✓ 62.0 64.7
✓ ✓ 64.99 70.19
✓ ✓ 64.45 67.28
✓ ✓ ✓ 65.89 71.42

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Peng YU, Xiao-Jian TIAN, Nan QI, Yan PIAO. Attention guided by human keypoint for infrared-visible person re-identification[J]. Journal of Infrared and Millimeter Waves, 2024, 43(6): 872

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