UCI-HAR
Benchmarks
TaskDatasetSOTA resultTrendResults
UCI-HAR
96.9Accuracy
88
UCI-HAR
97.76Accuracy
86
UCI HAR 2Classes
92.04Accuracy
27
UCI HAR 5-Class (test)
84.67Accuracy
24
UCI HAR 6Classes
85.11Accuracy
24
UCI HAR 3-class
84.67Accuracy
24
UCI HAR 4-class
89.24Accuracy
24
UCI-HAR (test)
93.15Macro F1 Score
24
UCI-HAR (test)
96.33Accuracy
17
UCI HAR
0.21Inference latency (ms)
16
UCI-HAR
98.954Accuracy
15
UCI-HAR
90.8Accuracy
14
UCI-HAR Subject-Hold-Out
90Accuracy
14
UCI-HAR S09 → S30 cross-subject test-time adaptation
40.03MF1 Score
12
UCI-HAR S09 → S19 cross-subject test-time adaptation
46.2MF1 Score
12
UCI-HAR S08 → S23 cross-subject test-time adaptation
77.89MF1 Score
12
UCI-HAR S08 → S21 cross-subject test-time adaptation
80.46MF1 Score
12
UCI-HAR S07 → S27 cross-subject test-time adaptation
80.05MF1 Score
12
UCI-HAR S07 → S19 cross-subject test-time adaptation
53.22MF1 Score
12
UCI-HAR S05 → S29 (cross-subject test-time adaptation)
73.04MF1 Score
12
UCI-HAR S05 → S18 cross-subject test-time adaptation
59.89MF1-score
12
UCI-HAR 6-Classes
91.65Accuracy
12
UCI-HAR 6-Classes (test)
94.15Accuracy
11
UCI-HAR
56.5Accuracy
9
UCI-HAR Natural Distribution
71.28Accuracy (%)
9