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Person Re-Identification research benchmarks – Page 9 · SOTA2 Research

Person Re-Identification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AT-USTC (AD-LT)

31.66Rank-1 Accuracy

12

Jun 2, 2026

AT-USTC (AD-ST)

50.25R1

12

Jun 2, 2026

39.54R1

12

Jun 2, 2026

81.32R1

12

Jun 2, 2026

AT-USTC (DT-LT)

CLIP-ReID (ViT-B)

41.15Rank-1 Accuracy (R1)

12

Jun 2, 2026

AT-USTC (DT-ST)

97.76R1

12

Jun 2, 2026

AT-USTC Any-Time

55.8R1

12

Jun 2, 2026

AKA Unseen-Avg order1

78.6mAP

12

May 7, 2026

Market-1501 Data Extension 50% → 100%

92.84Recall@1 (self-test)

12

Mar 10, 2026

Market1501 MS → Mar (test)

92.1mAP

12

Feb 26, 2026

44.1Rank-1

12

Feb 26, 2026

25.6Rank-1

12

Feb 26, 2026

68Rank-1 Acc

12

Feb 26, 2026

69.1Rank-1

12

Feb 26, 2026

84.8Rank-1

12

Feb 26, 2026

56.4R1

12

Feb 26, 2026

CUHK03, MSMT17, Market1501, and CUHK-SYSU Cross-domain transfer unseen target

47.1mAP (M+MS+CS -> C3)

12

Feb 26, 2026

61.2R-1

12

Feb 26, 2026

Average (VIPeR, PRID, GRID, i-LIDS) (test)

67.5R1 Accuracy

12

Feb 26, 2026

3.4Inference Latency (ms)

12

Mar 20, 2026

CUHK03 single-shot

Identification-verification model

83.4Rank-1

12

Feb 26, 2026

CUHK03 detected boxes (test)

81.6Rank-1 Accuracy

12

Feb 26, 2026

CUHK03 to MSMT17

Baseline + MUSE + ECN

48.5mAP

11

Jun 16, 2026

MSMT17 MA+C3+CS→MS v2 (test)

Baseline + MUSE + CAJ

46.7mAP

11

Jun 16, 2026

CUHK03 MA+MS+CS→C3 NP (test)

Baseline + MUSE + K-RNN

59.6mAP

11

Jun 16, 2026

Page 9 of 15

Popular datasets

CUHK03 MSMT Market-1501 LTCC PRCC

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