Human Activity Recognition on Skoda (Macro F1)
97.01Macro F1TinyHAR
Evaluation results
| Method | Links | |
|---|---|---|
| TinyHAR2026.02 | 97.01 | |
| TinierHAR2026.02 | 96.99 | |
| DeepConvLSTM2026.02 | 95.25 | |
| µBi-ConvLSTM2026.02 | 94.46 | |
| FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.05 | 88.7 | |
| KAN-MLP-Mixer2026.05 | 88.1 | |
| KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.05 | 86 | |
| EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.05 | 85.8 | |
| TinyHAR2026.02 | 85.22 | |
| Crossover-BiDir-BabyMambaDirectionality=Bidirectional2026.02 | 84.74 | |
| MLPHAR2026.05 | 84.4 | |
| DeepConvLSTM2026.02 | 84.27 | |
| TinierHAR2026.02 | 84.21 | |
| EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.05 | 83.5 | |
| KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.05 | 83.4 | |
| LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.05 | 83.4 | |
| LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.05 | 81 | |
| FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.05 | 80.8 | |
| WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.05 | 79.3 | |
| WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.05 | 72.9 | |
| FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.05 | 72.1 | |
| FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.05 | 71.4 | |
| CI-BabyMamba-HARChannel Processing=Channel Independent2026.02 | 64.34 | |
| WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.05 | 63.8 | |
| FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.05 | 52.8 | |
| EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.05 | 52.6 | |
| KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.05 | 52.5 | |
| FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.05 | 42.6 | |
| LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.05 | 42.6 |