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Published at December 6

Mix-Modality Person Re-Identification: A New and Practical Paradigm

cs.CV

Released Date: December 6, 2024

Authors: Wei Liu¹, Xin Xu¹, Hua Chang¹, Xin Yuan¹, Zheng Wang²

Aff.: ¹Wuhan University of Science and Technology, China; ²National Engineering Research Center for Multimedia Software, Institute of Artificial Intelligence, Wuhan University, China

Arxiv: http://arxiv.org/pdf/2412.04719v1

Method	Mode 1
Method	Rank-1	Rank-5	Rank-10	mAP	mINP
DART $w/o$ mix	72.80	82.04	86.74	68.35	56.07
DART	98.52	99.74	99.74	81.51	87.63
AGW $w/o$ mix	81.23	90.39	93.93	74.81	58.75
AGW	89.34	96.21	98.19	60.78	27.57
AGW $+$ M	81.83	90.56	94.44	64.45 $\uparrow$	39.46 $\uparrow$
AGW $+$ C	95.43 $\uparrow$	98.40 $\uparrow$	99.20 $\uparrow$	69.62 $\uparrow$	35.78 $\uparrow$
AGW $+$ C $+$ M	94.34 $\uparrow$	98.02 $\uparrow$	99.03 $\uparrow$	68.42 $\uparrow$	34.04 $\uparrow$
HCTL $w/o$ mix	88.90	94.47	96.18	80.67	66.13
HCTL	78.63	86.69	90.30	59.35	21.38
HCTL $+$ M	77.93	87.48 $\uparrow$	91.60 $\uparrow$	58.66	22.72 $\uparrow$
HCTL $+$ C	90.05 $\uparrow$	96.21 $\uparrow$	98.32 $\uparrow$	61.81 $\uparrow$	21.38
HCTL $+$ C $+$ M	78.29	86.76 $\uparrow$	91.42 $\uparrow$	56.81	19.42
DEEN $w/o$ mix	87.95	93.89	96.24	80.74	65.64
DEEN	97.55	99.33	99.69	78.24	51.58
DEEN $+$ M	97.58 $\uparrow$	99.31	99.71 $\uparrow$	78.17	51.66 $\uparrow$
DEEN $+$ C	97.82 $\uparrow$	99.35 $\uparrow$	99.71 $\uparrow$	79.59 $\uparrow$	53.22 $\uparrow$
DEEN $+$ C $+$ M	97.90 $\uparrow$	99.39 $\uparrow$	99.72 $\uparrow$	79.82 $\uparrow$	53.79 $\uparrow$