Activity Recognition on mHealth
97.15F1 ScoreSTELLA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| STELLA2026.07 | 97.15 | 97.93 | — | — | |
| RAG-HAR2025.12 | 96.74 | 96.91 | — | — | |
| RAG-HAR2026.07 | 96.74 | 96.91 | — | — | |
| ADFE2025.12 | 96.47 | 96.72 | — | — | |
| ADFE2026.07 | 96.47 | 96.72 | — | — | |
| METIER2025.12 | 94.09 | 94.42 | — | — | |
| METIER2026.07 | 94.09 | 94.42 | — | — | |
| TCNet2026.04 | 93.91 | 93.71 | — | — | |
| Transformer2026.04 | 93.35 | 93.01 | — | — | |
| Reformer2026.04 | 92.19 | 91.71 | — | — | |
| FEDformer2026.04 | 91.85 | 91.51 | — | — | |
| TimesNet2026.04 | 90.89 | 91.21 | — | — | |
| LightTS2026.04 | 90.85 | 90.91 | — | — | |
| Pyraformer2026.04 | 90.75 | 90.51 | — | — | |
| Informer2026.04 | 90.06 | 89.47 | — | — | |
| ICGNet2026.04 | 89.73 | 90.11 | — | — | |
| RandomForest2026.04 | 89.56 | 88.92 | — | — | |
| SensorLLM2026.04 | 89.4 | 89 | — | — | |
| SensorLLM2026.07 | 89.4 | 89 | — | — | |
| MchCnnGRU2026.04 | 89.38 | 89.72 | — | — | |
| FiLM2026.04 | 88.22 | 88.27 | — | — | |
| rTsfNet2026.04 | 87.46 | 89.75 | — | — | |
| MC-CNN2025.12 | 87.42 | 89.69 | — | — | |
| MC-CNN2026.07 | 87.42 | 89.69 | — | — | |
| DeepConvLSTM2025.12 | 87.17 | 89.24 | — | — | |
| DeepConvLSTM2026.07 | 87.17 | 89.24 | — | — | |
| iTransformer2026.04 | 86.01 | 85.32 | — | — | |
| Transformer-like2025.12 | 85.13 | 87.44 | — | — | |
| Transformer-like2026.07 | 85.13 | 87.44 | — | — | |
| Crossformer2026.04 | 81.39 | 81.38 | — | — | |
| DeepConvLSTM2026.04 | 75 | 76 | — | — | |
| Triplet LSTMvariant=HTL-SB2025.12 | 65.6 | — | — | — | |
| Triplet LSTM (HTL-SB)2026.07 | 65.6 | — | — | — | |
| mobileHART2026.04 | 64.93 | 63.31 | — | — | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 61.8 | 70.7 | 78.7 | — | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 49 | 59.2 | 63.4 | — | |
| Softmax LSTM2025.12 | 44.2 | — | — | — | |
| LLM as VA2026.07 | 30.11 | 32.78 | — | — | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 24 | 27.4 | 49.4 | — | |
| HARGPT2026.07 | 22.05 | 24 | — | — | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 19.3 | 28.7 | 43.9 | — | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 7.4 | 10.4 | 27.4 | — | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 7.4 | 18.9 | 33.5 | — | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 2.5 | 9.8 | 19.5 | — | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 1.7 | 7.9 | 21.3 | — | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 1.3 | 7.9 | 13.4 | — | |
| EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.05 | — | — | — | 76.9 | |
| EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.05 | — | — | — | 45.7 | |
| EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.05 | — | — | — | 75.7 | |
| FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.05 | — | — | — | 73.9 | |
| FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.05 | — | — | — | 72.1 | |
| FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.05 | — | — | — | 74.6 | |
| FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.05 | — | — | — | 66.7 | |
| FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.05 | — | — | — | 66.6 | |
| FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.05 | — | — | — | 58.6 | |
| KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.05 | — | — | — | 77.2 | |
| KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.05 | — | — | — | 45.7 | |
| KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.05 | — | — | — | 75.5 | |
| KAN-MLP-Mixer2026.05 | — | — | — | 80.2 | |
| LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.05 | — | — | — | 75.5 | |
| LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.05 | — | — | — | 61.3 | |
| LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.05 | — | — | — | 79.3 | |
| MLPHAR2026.05 | — | — | — | 74.7 | |
| WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.05 | — | — | — | 73.5 | |
| WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.05 | — | — | — | 57.5 | |
| WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.05 | — | — | — | 62.2 |