Human Activity Recognition on Opportunity
94.29Macro F1STELLA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| STELLA2026.07 | 94.29 | 97.27 | |
| Uni-TS2026.07 | 93.33 | 91.58 | |
| THAT2026.07 | 92.12 | 90.35 | |
| ResNet2026.07 | 91.36 | 89.54 | |
| MaCNN2026.07 | 90.32 | 88.32 | |
| DWT2026.07 | 89.01 | 87.43 | |
| Crossover-BiDir-BabyMambaDirectionality=Bidirectional2026.02 | 88.81 | — | |
| TinyHAR2026.02 | 88.69 | — | |
| TinyHAR2026.02 | 88.69 | — | |
| SenseHAR2026.07 | 88.6 | 88.9 | |
| DeepConvLSTM2026.02 | 88.3 | — | |
| µBi-ConvLSTM2026.02 | 87.58 | — | |
| DeepConvLSTM2026.02 | 87.21 | — | |
| TinierHAR2026.02 | 87.09 | — | |
| TinierHAR2026.02 | 87.09 | — | |
| FlowFMEvaluation Protocol=Fine-tuning2025.12 | 79.25 | 0.7974 | |
| FlowFMEvaluation Protocol=Transfer learning2025.12 | 77.92 | 0.7881 | |
| DiffFMEvaluation Protocol=Fine-tuning2025.12 | 77.82 | 0.7857 | |
| DiffFMEvaluation Protocol=Transfer learning2025.12 | 77.6 | 0.7787 | |
| 1D-DINOEvaluation Protocol=Fine-tuning2025.12 | 77.41 | 0.7656 | |
| 1D-DINOEvaluation Protocol=Transfer learning2025.12 | 76.82 | 0.7557 | |
| CI-BabyMamba-HARChannel Processing=Channel Independent2026.02 | 76.73 | — | |
| 1D-Diffusion ClassifierEvaluation Protocol=Fine-tuning2025.12 | 75.26 | 0.7693 | |
| SENvT-u7Evaluation Protocol=Fine-tuning2025.12 | 74.48 | 0.7429 | |
| SENvT-u4Evaluation Protocol=Fine-tuning2025.12 | 74.11 | 0.7489 | |
| BERTEvaluation Protocol=Fine-tuning2025.12 | 72.45 | 0.7272 | |
| SENvT-u7Evaluation Protocol=Transfer learning2025.12 | 69.09 | 0.715 | |
| SENvT-u4Evaluation Protocol=Transfer learning2025.12 | 68.26 | 0.7103 | |
| SSL-WearablesEvaluation Protocol=Fine-tuning2025.12 | 59.5 | — | |
| SSL-WearablesEvaluation Protocol=Transfer learning2025.12 | 54.7 | — | |
| KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.05 | 47.8 | — | |
| EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.05 | 47.7 | — | |
| KAN-MLP-Mixer2026.05 | 47 | — | |
| WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.05 | 46.4 | — | |
| FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.05 | 43.4 | — | |
| FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.05 | 43.1 | — | |
| LaxCat2026.07 | 41.47 | 60.19 | |
| KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.05 | 41.2 | — | |
| EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.05 | 41.1 | — | |
| MLPHAR2026.05 | 41.1 | — | |
| LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.05 | 40.8 | — | |
| FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.05 | 40.6 | — | |
| LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.05 | 40.2 | — | |
| WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.05 | 39.8 | — | |
| FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.05 | 38.8 | — | |
| FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.05 | 37.7 | — | |
| LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.05 | 36.7 | — | |
| WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.05 | 35.3 | — | |
| FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.05 | 33.5 | — | |
| KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.05 | 25.6 | — | |
| EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.05 | 25.2 | — |