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ResearchFormerly WizWand

Person Identification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

ACC-MM1-Activities (same-activity)

80.43Rank-1 Acc

15

Feb 26, 2026

Charades-AB (same-activity)

45.84Rank 1

15

Feb 26, 2026

PKU MMD-AB View+ (same-activity)

86.83Rank-1 Acc

15

Feb 26, 2026

NTU RGB-AB View+ (same-activity)

78.76Rank-1 Acc

15

Feb 26, 2026

55.7Rank-1 Accuracy

14

Mar 31, 2026

34.38R@1

7

Feb 26, 2026

Personal-VCL-Bench Persons

Agentic Context Bank

83.25Accuracy

4

May 12, 2026

10 public figures cross-identity manipulation 90 adversarial pairings (test)

54.4Targeted ASR

4

May 7, 2026

WiGesture Dataset

99.73Accuracy

4

Feb 26, 2026

34.84Rank-1

3

May 1, 2026

Weakly Supervised Multi-Task Approach

98.81Accuracy

1

Feb 26, 2026

Weakly Supervised Multi-Task Approach

96.68Person Accuracy

1

Feb 26, 2026

ACC-MMI-Activities View+ (cross-activity)

68.31Rank-1 Acc

1

Feb 26, 2026

Charades-AB cross-activity View+

44.82Rank 1

1

Feb 26, 2026

PKU MMD-AB cross-activity View+

81.44Rank-1 Acc

1

Feb 26, 2026

NTU RGB-AB View+ (cross-activity)

77.01Rank-1 Acc

1

Feb 26, 2026