Activity Recognition on USC-HAD
32.9AccuracyGemma 4 26B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Gemma 4 26BSetting=Zero-shot, Input Format=Plot2026.05 | 32.9 | 14 | 46.8 | |
| UniMTSEvaluation Protocol=Zero-Shot2024.10 | 30.5 | 27.8 | 45.4 | |
| UniMTSSetting=Zero-shot2026.05 | 30.5 | 27.8 | 45.4 | |
| Gemma 4 26BSetting=Zero-shot, Input Format=Text2026.05 | 29.7 | 12.4 | 42.7 | |
| UniMTS w/o text augEvaluation Protocol=Zero-Shot2024.10 | 29.6 | 21.6 | 49.1 | |
| AnyMoSetting=Zero-shot2026.05 | 27.7 | 22.6 | 64 | |
| UniMTS w/o graphEvaluation Protocol=Zero-Shot2024.10 | 22.4 | 23 | 41.7 | |
| UniMTS w/o rot augEvaluation Protocol=Zero-Shot2024.10 | 20.7 | 10.5 | 29.7 | |
| IMU2CLIPSetting=Zero-shot2026.05 | 14.8 | 11.6 | 29.1 | |
| IMU2CLIPEvaluation Protocol=Zero-Shot2024.10 | 12.8 | 9.3 | 19.8 | |
| ImageBindEvaluation Protocol=Zero-Shot2024.10 | 11.8 | 7.3 | 25 | |
| ImageBindSetting=Zero-shot2026.05 | 11.2 | 6.9 | 23.5 | |
| LLaVAEvaluation Protocol=Zero-Shot2024.10 | 11.1 | 2.6 | 19.6 | |
| HARGPTEvaluation Protocol=Zero-Shot2024.10 | 9.5 | 3.6 | 17.6 | |
| HARGPTSetting=Zero-shot2026.05 | 9.5 | 3.6 | 17.6 | |
| NormWearSetting=Zero-shot2026.05 | 8.7 | 1.4 | 12.2 | |
| IMUGPTEvaluation Protocol=Zero-Shot2024.10 | 6 | 6.9 | 31.8 | |
| IMUGPTSetting=Zero-shot2026.05 | 6 | 6.9 | 31.8 |