IMU-based Human Activity Recognition on Ego4D
0.5913Top-1 AccuracyCOMODO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| COMODOSelf-supervised=true2025.03 | 0.5913 | 0.7879 | 0.8565 | |
| MantisSelf-supervised=false2025.03 | 0.5836 | 0.7698 | 0.8376 | |
| AttendSelf-supervised=false2025.03 | 0.5812 | 0.7808 | 0.8456 | |
| MOMENT-smallSelf-supervised=false2025.03 | 0.5759 | 0.7591 | 0.8294 | |
| IMU2CLIPSelf-supervised=true2025.03 | 0.5483 | 0.7604 | 0.8403 | |
| DeepConvLSTMSelf-supervised=false2025.03 | 0.5285 | 0.757 | 0.8349 | |
| CrossHARSelf-supervised=false2025.03 | 0.5096 | 0.7266 | 0.8153 | |
| InformerSelf-supervised=false2025.03 | 0.4889 | 0.7275 | 0.8175 | |
| MantisSelf-supervised=true2025.03 | 0.4749 | 0.7163 | 0.8124 | |
| IMUGPT 2.0 (V+R)Self-supervised=false, Training Data Type=virtual + real IMU data2025.03 | 0.4667 | 0.7107 | 0.8045 | |
| TimesNetSelf-supervised=false2025.03 | 0.4433 | 0.6802 | 0.7779 | |
| MOMENT-smallSelf-supervised=true2025.03 | 0.397 | 0.6447 | 0.7532 | |
| CrossHARSelf-supervised=true2025.03 | 0.3018 | 0.561 | 0.7 | |
| DLinearSelf-supervised=false2025.03 | 0.106 | 0.2527 | 0.3674 | |
| IMUGPT 2.0 (V)Self-supervised=false, Training Data Type=virtual-only IMU data2025.03 | 0.0425 | 0.1344 | 0.1877 |