Human Activity Recognition on MotionSense
93.03Macro-F1Crossover-BiDir-BabyMamba
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Crossover-BiDir-BabyMambaDirectionality=Bidirectional2026.02 | 93.03 | — | |
| DeepConvLSTM2026.02 | 92.9 | — | |
| TinyHAR2026.02 | 92.67 | — | |
| TinyHAR2026.02 | 92.67 | — | |
| TinierHAR2026.02 | 91.99 | — | |
| TinierHAR2026.02 | 91.99 | — | |
| µBi-ConvLSTM2026.02 | 91.65 | — | |
| DeepConvLSTM2026.02 | 91.64 | — | |
| CI-BabyMamba-HARChannel Processing=Channel Independent2026.02 | 86.21 | — | |
| KAN-MLP-Mixer2026.05 | 84 | — | |
| LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.05 | 83.7 | — | |
| MLPHAR2026.05 | 83.6 | — | |
| KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.05 | 83.1 | — | |
| EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.05 | 83.1 | — | |
| LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.05 | 83 | — | |
| KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.05 | 82.9 | — | |
| EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.05 | 82.9 | — | |
| FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.05 | 82.8 | — | |
| FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.05 | 80.3 | — | |
| FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.05 | 79.1 | — | |
| WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.05 | 78.7 | — | |
| FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.05 | 78.3 | — | |
| FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.05 | 77.7 | — | |
| WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.05 | 76.5 | — | |
| LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.05 | 72.4 | — | |
| WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.05 | 72.1 | — | |
| FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.05 | 71.2 | — | |
| KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.05 | 59.9 | — | |
| EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.05 | 59.8 | — |