Visible-Infrared Person Re-Identification Via Feature Constrained Learning

Method	All-search					Indoor-search
Method	R-1	R-10	R-20	mAP	mINP	R-1	R-10	R-20	mAP	mINP
AGW^［10］	47.50	84.39	92.14	47.65	35.30	54.17	91.14	95.98	62.97	59.23
cm-SSFT^［14］	61.60	89.20	93.90	63.20	—	70.50	94.90	97.70	72.60	—
MCLNet^［18］	65.40	93.33	97.14	61.98	47.39	72.56	96.98	99.20	76.58	72.10
CMAlign^［16］	55.41	—	—	54.14	—	58.46	—	—	66.33	—
DML^［21］	58.40	91.20	96.90	56.10	—	62.40	95.20	98.70	68.00	—
SPOT^［20］	65.34	92.73	97.04	62.25	48.86	69.42	96.22	99.12	74.63	70.48
PMT^［22］	67.53	95.36	98.64	64.98	51.86	71.66	96.73	99.25	76.52	72.74
Ours	67.69	95.90	98.62	66.82	55.58	73.03	97.68	99.51	78.78	75.63

Table 2. Comparative experimental results on the RegDB dataset

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Table 2. Comparative experimental results on the RegDB dataset

Method	Visible to infrared			Infrared to visible
Method	R-1	mAP	mINP	R-1	mAP	mINP
AGW^［10］	70.05	66.37	50.19	70.49	65.90	51.24
cm-SSFT^［14］	72.30	72.90	—	71.00	71.70	—
MCLNet^［18］	80.31	73.07	57.39	75.93	69.49	52.63
CMAlign^［16］	74.17	67.64	—	72.43	65.46	—
DML^［21］	77.60	84.30	—	77.00	83.60	—
SPOT^［20］	80.35	72.46	56.19	79.37	72.26	56.06
PMT^［22］	84.83	76.55	—	84.16	75.13	—
Ours	82.33	78.38	66.06	81.48	76.46	62.36

Table 3. Module ablation experimental results on the SYSU-MM01 dataset
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Table 3. Module ablation experimental results on the SYSU-MM01 dataset
Method R-1 mAP mINP
Base 65.04 64.18 52.10
Base+MTI 66.45 65.73 54.13
Base+MF 65.62 64.62 52.55
Base+MTI+MF 67.69 66.82 55.58

Table 4. Loss function ablation experimental results on the SYSU-MM01 dataset
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Table 4. Loss function ablation experimental results on the SYSU-MM01 dataset
Method R-1 mAP mINP
Base 60.82 59.82 47.04
Base+MIC 66.01 64.39 51.66
Base+FCC 62.47 63.16 52.33
Base+MIC+FCC 67.69 66.82 55.58

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Jing Zhang, Guangfeng Chen. Visible-Infrared Person Re-Identification Via Feature Constrained Learning[J]. Laser & Optoelectronics Progress, 2024, 61(12): 1215006

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