Gait Recognition on SUSTech1K 3D LiDAR → 2D Camera
63.8Rank-1 Accuracy (Overall)DiffCrossGait
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DiffCrossGait2026.05 | 63.8 | 73.5 | 65.5 | 44.3 | 61.3 | 66.3 | 67.6 | 73.5 | 8.1 | 83.4 | — | — | — | |
| DiffCrossGaitHardware=NVIDIA RTX 3090 GPU2026.05 | 63.8 | — | — | — | — | — | — | — | — | — | 14 | 1.4 | 6.2 | |
| SCR2026.05 | 57.7 | 61.6 | 54.1 | 35.8 | 52 | 58.1 | 55.9 | 72.6 | 10.2 | 79.5 | — | — | — | |
| SCRHardware=NVIDIA RTX 3090 GPU2026.05 | 57.7 | — | — | — | — | — | — | — | — | — | 117.8 | 0.9 | 11.7 | |
| CrossGait2026.05 | 56.4 | 62.2 | — | 35.4 | — | 57.8 | — | — | 10.3 | 79.8 | — | — | — | |
| TVI-LFM2026.05 | 55.7 | 60.4 | 53 | 32.7 | 51.6 | 56.4 | 55.8 | 69.2 | 9.1 | 78.5 | — | — | — | |
| IDKL2026.05 | 54.8 | 59.6 | 52.3 | 31 | 49.5 | 55.2 | 56.1 | 65.3 | 7.9 | 77.1 | — | — | — | |
| IDKLHardware=NVIDIA RTX 3090 GPU2026.05 | 54.8 | — | — | — | — | — | — | — | — | — | 74.1 | 1.1 | 10.5 | |
| Baseline (ResNet-9)Hardware=NVIDIA RTX 3090 GPU2026.05 | 54.7 | — | — | — | — | — | — | — | — | — | 13.7 | 1.5 | 5.9 | |
| CL-GaitPre-trained on synthetic data=true2026.05 | 53.3 | — | — | — | — | — | — | — | — | 75.6 | — | — | — | |
| TSKD2026.05 | 47.2 | 50.1 | 41.3 | 27.7 | 42.8 | 45.9 | 46.2 | 52.5 | 7.8 | 68.1 | — | — | — | |
| SAAI2026.05 | 26.1 | 26.5 | — | 21.9 | — | 23.2 | — | — | 3.2 | 54.1 | — | — | — | |
| LidarGait2026.05 | 18.3 | 23.2 | — | 14.2 | — | 24.7 | — | — | 2.4 | 39.6 | — | — | — | |
| CAJ2026.05 | 12.3 | 15.3 | — | 6.4 | — | 13 | — | — | 2.3 | 32.3 | — | — | — |