Human Activity Recognition on PAMAP2 (test)
98AccuracyUniMTS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniMTSEvaluation Protocol=Full-Shot, Task Level=Medium, Number of Classes=122024.10 | 98 | 98.1 | — | — | — | |
| Statistical Feature ExtractionClassifier=XGBoost2026.02 | 97.2 | — | 97.6 | 97.9 | 97.3 | |
| ViTST2026.02 | 95.8 | — | 96.5 | 96.2 | 96.1 | |
| Statistical Feature ExtractionClassifier=RF2026.02 | 95.3 | — | 96 | 96.8 | 95.3 | |
| ImageBindEvaluation Protocol=Full-Shot, Task Level=Medium, Number of Classes=122024.10 | 94.3 | 94.6 | — | — | — | |
| SHAREEvaluation Protocol=Full-Shot, Task Level=Medium, Number of Classes=122024.10 | 94.1 | 94.8 | — | — | — | |
| Statistical Feature ExtractionClassifier=SVM2026.02 | 91.6 | — | 92.6 | 92.4 | 93 | |
| MERGE2025.09 | 91.37 | — | 90.44 | — | — | |
| Statistical Feature ExtractionClassifier=LR2026.02 | 91 | — | 92.3 | 92.2 | 92.6 | |
| Raindrop2026.02 | 88.5 | — | 89.8 | 89.9 | 89.9 | |
| FuseMoE2025.09 | 87.74 | — | 86.51 | — | — | |
| MISTS2025.09 | 85.34 | — | 85.79 | — | — | |
| I2MoE2025.09 | 84.55 | — | 84.24 | — | — | |
| Trans-mean2026.02 | 83.7 | — | 85.4 | 84.9 | 86.4 | |
| Transformer2026.02 | 83.5 | — | 85 | 84.8 | 86 | |
| GRU-D2026.02 | 83.3 | — | 84.8 | 84.6 | 85.2 | |
| Transformer2025.09 | 82.48 | — | 82.57 | — | — | |
| DGM^2-O2026.02 | 82.4 | — | 84.3 | 85.2 | 83.9 | |
| MulT2025.09 | 82.23 | — | 81.87 | — | — | |
| MTGNN2026.02 | 80.3 | — | 85.9 | 85.2 | 86.1 | |
| mTAND2025.09 | 74.62 | — | 74.38 | — | — | |
| mTAND2026.02 | 74.6 | — | 76.8 | 74.3 | 79.5 | |
| IP-Net2026.02 | 74.3 | — | 76.6 | 75.6 | 77.9 | |
| SeFT2026.02 | 67.1 | — | 68.5 | 70 | 68.2 | |
| AFVF2023.12 | 0.9672 | 96.65 | — | — | — | |
| Contrastive Supervision2023.12 | 0.9322 | 92.97 | — | — | — | |
| Multi-ResAtt2023.12 | 0.9319 | 92.96 | — | — | — | |
| Marine predators2023.12 | 0.9276 | — | — | — | — | |
| DanHAR2023.12 | — | 93.16 | — | — | — | |
| MTMDUnknown Proportion=30%2025.12 | — | — | 82.37 | — | — | |
| MTMDUnknown Proportion=50%2025.12 | — | — | 70.33 | — | — | |
| MTMDUnknown Proportion=70%2025.12 | — | — | 67.05 | — | — | |
| RAG-HARUnknown Proportion=30%2025.12 | — | — | 88.75 | — | — | |
| RAG-HARUnknown Proportion=50%2025.12 | — | — | 77.39 | — | — | |
| RAG-HARUnknown Proportion=70%2025.12 | — | — | 69.92 | — | — |