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Gait Recognition research benchmarks – Page 3 · SOTA2 Research

Gait Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Self-collected outdoor dataset

87.5NM Score

8

May 1, 2026

CASIA-B Large (train)

97Accuracy (NM)

8

May 1, 2026

CASIA-B Walking with Coat (CL)

84.5Rank-1 Acc

8

Feb 26, 2026

CASIA-B Walking with Bag (BG)

91.5Rank-1 Accuracy

8

Feb 26, 2026

CASIA-B Normal Walking (NM)

96.2Rank-1 Acc

8

Feb 26, 2026

88.5Rank-1 Accuracy (D-20)

7

Mar 17, 2026

85.2Rank-1 Score

7

Mar 17, 2026

CASIA-B re-processed (test)

96.5Accuracy (NM Condition)

7

Feb 26, 2026

CASIA-B Walking with a Coat - CL #1-2 LT protocol (test last 50 subjects)

81.3Rank-1 Acc (0°)

6

Feb 26, 2026

CASIA-B Walking with a Bag - BG #1-2 last 50 subjects LT protocol (test)

94.9Rank-1 Acc (0°)

6

Feb 26, 2026

CCGR Mini (cross-domain from SUSTech1K) (test)

3.7Rank-1

5

May 22, 2026

Low-light SUSTech1K cross-domain from CCGR-Mini (test)

23.3NM

5

May 22, 2026

SUSTech1K cross-domain from CCGR-Mini (test)

49NM Accuracy

5

May 22, 2026

CASIA-B CL (test)

78.7Rank-1 Accuracy

5

Feb 26, 2026

CASIA-B BG (test)

91.5Rank-1 Acc

5

Feb 26, 2026

CASIA-B NM (test)

96.2Rank-1 Acc

5

Feb 26, 2026

CCGR within-domain

77.1Rank-1 Hard Accuracy

5

Feb 26, 2026

SUSTech1K (within-domain)

96.1Normal Accuracy

5

Feb 26, 2026

CASIA-B (within-domain)

100Accuracy (NM)

5

Feb 26, 2026

CCPG within-domain

82.6CL

5

Feb 26, 2026

CASIA-B LT 74 subjects CL#1-2 (probe)

78.9Rank-1 Accuracy (0°)

5

Feb 26, 2026

CASIA-B LT (74 subjects) BG#1-2 probe

93.7Rank-1 Acc (0°)

5

Feb 26, 2026

SUSTech1K-E Low Light

83.8NM Performance

4

May 22, 2026

SUSTech1K-E Normal Light

92.5NM Accuracy

4

May 22, 2026

92.5Rank-1 Accuracy (NM)

3

May 22, 2026

Page 3 of 4

Popular datasets

CASIA-B CCPG BarbieGait SUSTech1K CCGR

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