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Person Re-Identification research benchmarks – Page 5 · SOTA2 Research

Person Re-Identification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DukeMTMC-reID Market-1501

Supervised learning (BOT)

86.2Top-1 Acc

25

Feb 27, 2026

Market-1501 DukeMTMC-reID

Supervised learning (BOT)

94.1Top-1 Acc

25

Feb 27, 2026

Celeb-reID-light (test)

ReIDCaps + 3DInvarReID#

25.7mAP

25

Feb 27, 2026

CCVID Configuration 1 (test)

95.9Rank-1 Accuracy

24

Feb 26, 2026

CARGO Protocol 4: A↔G 1.0

69.43Rank-1 Acc

24

May 15, 2026

57.2Rank-1 Acc

24

Feb 26, 2026

DukeMTMC-reID D

63.8mAP

24

Mar 17, 2026

RegDB Infrared2Visible

94.22Rank-1 Accuracy

23

Jun 2, 2026

94.5Rank-1 Acc

23

May 20, 2026

AG-ReID (A -> C) v2 (test)

80.84mAP

23

Feb 26, 2026

75.1mAP

23

Feb 26, 2026

CUHK03 NP Market1501 (test)

81.2Rank-1 Acc

23

Feb 26, 2026

AG-ReID C -> A v2

88.57Rank-1

22

May 19, 2026

92.8Rank-1

22

Feb 27, 2026

71.5mAP

21

May 7, 2026

71.2mAP

21

May 7, 2026

Average (Market1501, CUHK03, MSMT17) Protocol-1 (test)

36.6mAP (Avg)

21

Mar 16, 2026

MSMT17 C2+C3+M→MS Protocol-1 (test)

23.4mAP

21

Mar 16, 2026

Market1501 MS+C2+C3→M Protocol-1 (test)

49.7mAP

21

Mar 16, 2026

CUHK03-NP (labeled)

85.3mAP

21

Feb 26, 2026

LTCC Clothing Change (test)

48.4Top-1 Acc

21

Feb 26, 2026

91.3Rank-1 Acc

20

Mar 23, 2026

AG-ReID Protocol 2: G↔A v1

90.64Rank-1 Acc

20

Feb 26, 2026

AG-ReID Protocol 1: A↔G v1

87.02Rank-1 Acc

20

Feb 26, 2026

Market-1501 M (target)

81.4mAP

20

Apr 30, 2026

Page 5 of 15

Popular datasets

CUHK03 MSMT Market-1501 LTCC PRCC

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