WISDM
Benchmarks
TaskDatasetSOTA resultTrendResults
WISDM 2
66.44Accuracy
43
WISDM Cross-person split
60.27Micro F1 Score
28
WISDM
89.1Macro F1
23
WISDM
0.117Error Rate
14
WISDM Subject-Hold-Out
65.6Accuracy
14
WISDM
97.16Average Accuracy
12
WISDM
0.803Inference Latency (ms)
10
WISDM (test)
85.66Top-1 Accuracy
10
WISDM
27.8Accuracy
9
WISDM
31.3Acc
9
WISDM cross-domain transfer scenarios
74.44Accuracy (12→9)
7
WISDM Watch → Phone
43.6Micro F1 Score
7
WISDM Phone → Watch
55.74Micro F1 Score
7
WISDM 2
0.213NMI
6
WISDM
84.1F1 Score
6
WISDM
97F1-score
6
WISDM2 (test)
66.48Accuracy
6
WISDM (test)
89.32Accuracy
6
WISDM 3ch (LOSO-CV)
88Accuracy (Clean)
5
WISDM
1FA Rate
5
WISDM
1False Alarm Rate (FA)
4
WISDM Full-Shot
81.3Accuracy
4
WISDM
20.2Memory Footprint (KB)
4
WISDM v1
97.2ACC
3
WISDM 44 (external evaluation)
78.4Accuracy
2