WISDM
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time-Series Classification | WISDM 2 | Accuracy66.44 | 43 | |
| Human Activity Recognition | WISDM Cross-person split | Micro F1 Score60.27 | 28 | |
| Human Activity Recognition | WISDM | Macro F189.1 | 23 | |
| Time Series Classification | WISDM | Error Rate0.117 | 14 | |
| Human Activity Recognition | WISDM Subject-Hold-Out | Accuracy65.6 | 14 | |
| Human Activity Recognition | WISDM | Average Accuracy97.16 | 12 | |
| Human Activity Recognition | WISDM | Inference Latency (ms)0.803 | 10 | |
| Activity Recognition | WISDM (test) | Top-1 Accuracy85.66 | 10 | |
| Human Activity Recognition | WISDM | Accuracy27.8 | 9 | |
| Activity Recognition | WISDM | Acc31.3 | 9 | |
| Human Activity Recognition | WISDM cross-domain transfer scenarios | Accuracy (12→9)74.44 | 7 | |
| Cross-Device Human Activity Recognition | WISDM Watch → Phone | Micro F1 Score43.6 | 7 | |
| Cross-Device Human Activity Recognition | WISDM Phone → Watch | Micro F1 Score55.74 | 7 | |
| Clustering | WISDM 2 | NMI0.213 | 6 | |
| Activity Recognition | WISDM | F1 Score84.1 | 6 | |
| Change-point detection | WISDM | F1-score97 | 6 | |
| Time Series Classification | WISDM2 (test) | Accuracy66.48 | 6 | |
| Time Series Classification | WISDM (test) | Accuracy89.32 | 6 | |
| Human Activity Recognition | WISDM 3ch (LOSO-CV) | Accuracy (Clean)88 | 5 | |
| Human Activity Detection | WISDM | FA Rate1 | 5 | |
| Change Point Detection | WISDM | False Alarm Rate (FA)1 | 4 | |
| Human Activity Recognition | WISDM Full-Shot | Accuracy81.3 | 4 | |
| Human Activity Recognition | WISDM | Memory Footprint (KB)20.2 | 4 | |
| Human Activity Recognition | WISDM v1 | ACC97.2 | 3 | |
| Activity Recognition | WISDM 44 (external evaluation) | Accuracy78.4 | 2 |
Showing 25 of 27 rows