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ResearchFormerly WizWand

Activity Recognition

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

UCF101 (Average across 3 splits)

Two-stream fusion architecture (VGG-16, VGG-16) + IDT

93.5Mean Accuracy

5

Feb 26, 2026

97.83Accuracy

4

Feb 26, 2026

38.6Accuracy

4

Feb 26, 2026

Endotracheal Suctioning (ES) Activity Recognition

LLM-centered HAR framework

78.73Accuracy

4

Feb 26, 2026

EGTEA Gaze+ (Average)

60.76Accuracy

4

Feb 26, 2026

Harmony (UniFL)

4.39Communication Cost (40%)

3

Mar 20, 2026

WISDM 44 (external evaluation)

78.4Accuracy

2

May 1, 2026

Realworld 43 (external evaluation)

81.3Accuracy

2

May 1, 2026

Cornell Activity Dataset CAD-60 (New Person)

Joint Activity and Affordance MRF

88.9Precision (Bathroom)

2

Feb 26, 2026

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—Accuracy

0

Feb 26, 2026

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—Accuracy

0

Feb 26, 2026

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—Acc

0

Feb 26, 2026