Human Activity Recognition on mmWave radar point cloud (test)
97.25Overall AccuracySkeleton
Evaluation results
| Method | Links | |
|---|---|---|
| SkeletonCategory=Graph-based Baselines, Graph Type=Skeleton Graph, Model=DDGNN2025.12 | 97.25 | |
| DStarCategory=Ours, Graph Type=Star Graph, Model=DDGNN2025.12 | 94.27 | |
| KNNCategory=Graph-based Baselines, Graph Type=K-Nearest Neighbors, Model=DDGNN2025.12 | 90.76 | |
| MMPointGNNCategory=Non-graph-based Baselines2025.12 | 90.58 | |
| UStarCategory=Ours, Graph Type=Unweighted Star Graph, Model=DDGNN2025.12 | 88.79 | |
| EmptyCategory=Graph-based Baselines, Graph Type=Empty Graph, Model=DDGNN2025.12 | 88.03 | |
| RadiusCategory=Graph-based Baselines, Graph Type=Radius-based Neighbors, Model=DDGNN2025.12 | 86.92 | |
| RSCategory=Non-graph-based Baselines, Full Name=Random Sampling2025.12 | 80.65 | |
| VoxelCategory=Non-graph-based Baselines2025.12 | 79.85 | |
| ZPCategory=Non-graph-based Baselines, Full Name=Zero Padding2025.12 | 78.95 | |
| FCCategory=Graph-based Baselines, Graph Type=Fully Connected, Model=DDGNN2025.12 | 56 | |
| LRCategory=Non-graph-based Baselines, Full Name=Logistic Regression2025.12 | 51.37 |