Activity Recognition on WISDM (Efficiency and Performance)
84.1F1 ScoreTinyHAR
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TinyHAR2026.03 | 84.1 | 25,028 | 1,144,056 | 4.7 | 212.8 | 33.9 | 113.4 | 0.0044 | |
| SPECTRAPrecision=FP322026.03 | 83.6 | 8,892 | 28,530 | 0.52 | 671.1 | 26.9 | 12.1 | 0.0005 | |
| DeepConvLSTM2026.03 | 83.2 | 227,654 | 9,940,678 | 10.34 | 96.7 | 76.7 | 150.3 | 0.0059 | |
| SPECTRAPrecision=FP162026.03 | 82.7 | 8,892 | 28,530 | 0.18 | 1,850.4 | 18.7 | 0.726 | 0.0001 | |
| TinierHAR2026.03 | 82.1 | 4,981 | 199,223 | 2.48 | 403.2 | 39.8 | 46.7 | 0.0018 | |
| SPECTRAPrecision=INT82026.03 | 82 | 8,892 | 28,530 | 0.28 | 1,241.2 | 18.7 | 1.211 | 0.0001 |