Activity Recognition on DSADS
54.3Macro F1LarctanKAN (M-K-M)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.05 | 54.3 | — | — | — | |
| KAN-MLP-Mixer2026.05 | 53.5 | — | — | — | |
| WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.05 | 52.3 | — | — | — | |
| KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.05 | 51.7 | — | — | — | |
| EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.05 | 51.7 | — | — | — | |
| LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.05 | 51.3 | — | — | — | |
| KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.05 | 50.9 | — | — | — | |
| EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.05 | 50.7 | — | — | — | |
| LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.05 | 50.7 | — | — | — | |
| MLPHAR2026.05 | 50.4 | — | — | — | |
| FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.05 | 48.6 | — | — | — | |
| FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.05 | 48.4 | — | — | — | |
| FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.05 | 45.1 | — | — | — | |
| FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.05 | 43.8 | — | — | — | |
| WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.05 | 42.9 | — | — | — | |
| EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.05 | 41.9 | — | — | — | |
| KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.05 | 41.6 | — | — | — | |
| FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.05 | 38.5 | — | — | — | |
| WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.05 | 36.3 | — | — | — | |
| FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.05 | 31.1 | — | — | — | |
| AnyMoSetting=Zero-shot2026.05 | — | 36.3 | 29.5 | 53 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Text2026.05 | — | 10.7 | 7.6 | 22 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Plot2026.05 | — | 11.5 | 7.5 | 21.5 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | — | 5.8 | 3.4 | 12.1 | |
| HARGPTSetting=Zero-shot2026.05 | — | 5.8 | 3.4 | 12.1 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | — | 2.1 | 1.2 | 6.9 | |
| ImageBindSetting=Zero-shot2026.05 | — | 6.2 | 3.6 | 8.2 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | — | 4.6 | 1.1 | 8.3 | |
| IMU2CLIPSetting=Zero-shot2026.05 | — | 11.5 | 8.3 | 17.6 | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | — | 7.5 | 2 | 14.6 | |
| IMUGPTSetting=Zero-shot2026.05 | — | 7.5 | 2 | 14.6 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | — | 5.3 | 0.5 | 10.5 | |
| NormWearSetting=Zero-shot2026.05 | — | 0.7 | 0.1 | 2.6 | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | — | 31.5 | 23.7 | 46 | |
| UniMTSSetting=Zero-shot2026.05 | — | 31.5 | 23.7 | 46 | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | — | 19.8 | 16 | 29.1 | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | — | 21.5 | 13.4 | 34 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | — | 29.3 | 22.2 | 41.7 |