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Published at November 22

Anti-Forgetting Adaptation for Unsupervised Person Re-identification

cs.CV

Released Date: November 22, 2024

Authors: Hao Chen, Francois Bremond, Nicu Sebe, Shiliang Zhang

Arxiv: http://arxiv.org/abs/2411.14695v1

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Method	Memory	Type	Market		Cuhk-Sysu		MSMT17		Average
Method	size	Type	mAP	Rank1	mAP	Rank1	mAP	Rank1	$\bar{s}_{mAP}$	$\bar{s}_{Rank1}$
ICE [2]	0	U	29.0	60.4	72.5	76.3	21.8	49.0	41.1	61.9
CC [76]	0	U	31.0	58.9	74.6	77.3	25.7	51.8	43.8	62.7
PPRL [22]	0	U	29.5	58.6	75.6	79.5	32.9	63.2	46.0	67.1
LwF [42]	0	UL	27.5	59.0	70.5	74.7	20.3	48.6	39.5	60.8
iCaRL [45]	512	UL	37.4	67.6	79.5	81.9	19.9	45.4	45.5	65.0
C $o^{2}$ L [47]	512	UL	35.3	62.0	78.3	80.8	24.2	50.7	46.0	64.5
CVS [12]	512	UL	56.8	78.7	74.6	77.4	15.7	38.6	49.0	64.9
LSTKC [31]	512	UL	48.8	74.9	77.2	79.7	20.6	47.6	48.8	67.4
DJAA (ours)	512	UL	60.2	82.5	83.9	85.6	20.7	46.7	54.9	71.6
DJAA* (ours)	512	UL	65.2	86.3	81.8	84.1	23.7	51.6	56.9	74.0