Human Activity Recognition on Self-collected mmWave Dataset
94.12AccuracyViT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ViTCategory=Supervised, Train-free=false2026.03 | 94.12 | 92.47 | |
| RAGentCategory=Ours, Train-free=true2026.03 | 93.39 | 93.61 | |
| CNNCategory=Supervised, Train-free=false2026.03 | 91.76 | 90.03 | |
| CNN-BiLSTMCategory=Supervised, Train-free=false2026.03 | 88.82 | 85.5 | |
| mmCLIP-lightCategory=Adapted baselines, Train-free=false2026.03 | 87.06 | 81.7 | |
| SynMotion-lightCategory=Adapted baselines, Train-free=false2026.03 | 72.35 | 70.68 | |
| EI-adaptCategory=Adapted baselines, Train-free=false2026.03 | 68 | 63.99 | |
| Retrieval-OnlyCategory=Inference-only, Train-free=true2026.03 | 65 | 61.64 | |
| LLM-DirectCategory=Inference-only, Train-free=true2026.03 | 13.1 | 13.85 |