Human Activity Recognition on RealWorld
92.11F1FlowFM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FlowFMEvaluation Protocol=Fine-tuning2025.12 | 92.11 | 0.9112 | — | |
| DiffFMEvaluation Protocol=Fine-tuning2025.12 | 91.97 | 0.9084 | — | |
| SENvT-u7Evaluation Protocol=Fine-tuning2025.12 | 91.63 | 0.9058 | — | |
| SENvT-u4Evaluation Protocol=Fine-tuning2025.12 | 91.24 | 0.9015 | — | |
| 1D-DINOEvaluation Protocol=Fine-tuning2025.12 | 89.78 | 0.8878 | — | |
| FlowFMEvaluation Protocol=Transfer learning2025.12 | 88.32 | 0.8683 | — | |
| DiffFMEvaluation Protocol=Transfer learning2025.12 | 87.41 | 0.8614 | — | |
| 1D-Diffusion ClassifierEvaluation Protocol=Fine-tuning2025.12 | 85.74 | 0.8959 | — | |
| 1D-DINOEvaluation Protocol=Transfer learning2025.12 | 82.43 | 0.8124 | — | |
| SSL-WearablesEvaluation Protocol=Fine-tuning2025.12 | 79.2 | — | — | |
| BERTEvaluation Protocol=Fine-tuning2025.12 | 78.19 | 0.7807 | — | |
| SSL-WearablesEvaluation Protocol=Transfer learning2025.12 | 77.1 | — | — | |
| SENvT-u7Evaluation Protocol=Transfer learning2025.12 | 76.92 | 0.7628 | — | |
| SENvT-u4Evaluation Protocol=Transfer learning2025.12 | 75.12 | 0.747 | — |