Cross-Modal Gait Recognition on SUSTech 2D Camera → 3D LiDAR 1K (test)
58.7Overall Rank-1 AccDiffCrossGait
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DiffCrossGaitExtra synthetic data for pre-training=false2026.05 | 58.7 | 70.6 | 62.3 | 37.9 | 58.5 | 44.1 | 56.7 | 68.4 | 12.7 | 79.5 | |
| CL-GaitExtra synthetic data for pre-training=true2026.05 | 55.1 | — | — | — | — | — | — | — | — | 77.3 | |
| SCRExtra synthetic data for pre-training=false2026.05 | 54.9 | 61.3 | 52.9 | 29.6 | 53 | 39.1 | 53.7 | 69.4 | 10.3 | 78.1 | |
| CrossGaitExtra synthetic data for pre-training=false2026.05 | 53.6 | 63.2 | — | 30.6 | — | 38.5 | — | — | 11.8 | 77 | |
| TVI-LFMExtra synthetic data for pre-training=false2026.05 | 53 | 61 | 50.3 | 30.1 | 50.2 | 37.5 | 51 | 66.5 | 10 | 76.1 | |
| IDKLExtra synthetic data for pre-training=false2026.05 | 52.2 | 60.3 | 49.8 | 29.2 | 48.5 | 36.9 | 50.7 | 64.2 | 9.4 | 75.2 | |
| TSKDExtra synthetic data for pre-training=false2026.05 | 42.6 | 52.1 | 43.6 | 27.9 | 48 | 32.7 | 41.1 | 55.6 | 6.3 | 65.8 | |
| SAAIExtra synthetic data for pre-training=false2026.05 | 23.1 | 22.4 | — | 14.3 | — | 14 | — | — | 5.3 | 49.5 | |
| CAJExtra synthetic data for pre-training=false2026.05 | 11.3 | 16.4 | — | 7.5 | — | 7.4 | — | — | 2.4 | 30.1 | |
| LidarGaitExtra synthetic data for pre-training=false2026.05 | 9.6 | 18.2 | — | 3.4 | — | 3.4 | — | — | 4.7 | 28.1 |