HAR
Benchmarks
TaskDatasetSOTA resultTrendResults
HAR
0.013Average Forgetting
11
HAR (last 5% of data stream)
91.87Accuracy (Last 5%)
10
HAR (last 20% of data stream)
89.18Average Accuracy
10
HAR last 10% data stream
88.96Average Accuracy
10
HAR 30 FL clients, 1000 global iterations & Logistic Regression model (Cross-silo)
97.21A Theta Performance
10
HAR search space
0.961Accuracy
10
HAR (train)
75.01Accuracy
9
HAR (XP)
68.3Accuracy
9
HAR (XS)
85.1Accuracy
9
HAR (train)
0.13Runtime (s)
9
HAR70+
68.2Accuracy
9
HAR
6.25Verification Time (s)
8
HAR Synthetic (test)
23.4Accuracy
8
HAR
0.29MSE
8
HAR MNAR (test)
0.29MSE
8
HAR
95.35Accuracy
8
HAR-2 (test)
97.2Test Accuracy
8
HAR-2
96.1Accuracy
7
HAR
1.39Verification Time (s)
6
HAR (test)
0.029CEL
6
HAR 9 → 18
69H-score
6
HAR 6 → 23
76H-score
6
HAR 30 → 20
50H-score
6
HAR 24 → 8
59H-score
6
HAR 22 → 4
82H-score
6