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UCI-HAR

Benchmarks

Task NameDataset NameSOTA ResultTrend
Time-series ClassificationUCI-HAR
Accuracy96.9
88
Human Activity RecognitionUCI-HAR
Accuracy97.76
86
Binary ClassificationUCI HAR 2Classes
Accuracy92.04
27
ClassificationUCI HAR 5-Class (test)
Accuracy84.67
24
ClassificationUCI HAR 6Classes
Accuracy85.11
24
ClassificationUCI HAR 3-class
Accuracy84.67
24
ClassificationUCI HAR 4-class
Accuracy89.24
24
Clinical temporal classificationUCI-HAR (test)
Macro F1 Score93.15
24
Human Activity RecognitionUCI-HAR (test)
Accuracy96.33
17
Human Activity RecognitionUCI HAR
Inference latency (ms)0.21
16
Activity RecognitionUCI-HAR
Accuracy98.954
15
Time-series classificationUCI-HAR
Accuracy90.8
14
Human Activity RecognitionUCI-HAR Subject-Hold-Out
Accuracy90
14
Wearable Human Activity RecognitionUCI-HAR S09 → S30 cross-subject test-time adaptation
MF1 Score40.03
12
Wearable Human Activity RecognitionUCI-HAR S09 → S19 cross-subject test-time adaptation
MF1 Score46.2
12
Wearable Human Activity RecognitionUCI-HAR S08 → S23 cross-subject test-time adaptation
MF1 Score77.89
12
Wearable Human Activity RecognitionUCI-HAR S08 → S21 cross-subject test-time adaptation
MF1 Score80.46
12
Wearable Human Activity RecognitionUCI-HAR S07 → S27 cross-subject test-time adaptation
MF1 Score80.05
12
Wearable Human Activity RecognitionUCI-HAR S07 → S19 cross-subject test-time adaptation
MF1 Score53.22
12
Wearable Human Activity RecognitionUCI-HAR S05 → S29 (cross-subject test-time adaptation)
MF1 Score73.04
12
Wearable Human Activity RecognitionUCI-HAR S05 → S18 cross-subject test-time adaptation
MF1-score59.89
12
Medical Time Series ClassificationUCI-HAR 6-Classes
Accuracy91.65
12
Human Activity RecognitionUCI-HAR 6-Classes (test)
Accuracy94.15
11
Human Activity RecognitionUCI-HAR
Accuracy56.5
9
Human Activity RecognitionUCI-HAR Natural Distribution
Accuracy (%)71.28
9
Showing 25 of 37 rows