Gait Recognition on SUSTech1K (test)
97.1Rank-1 Accuracy (Overall)LMGait
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LMGaitRepresentation=RGB2026.01 | 97.1 | 79.8 | 87 | 96.4 | 93.9 | — | — | — | — | — | — | — | — | — | — | — | |
| BigGaitRepresentation=RGB2026.01 | 96.2 | 73.3 | 85.3 | 96.1 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | |
| EMGaitNetModality=pc+rgb2026.03 | 96 | 81.7 | 88.1 | 98.2 | — | 96.4 | 96.2 | 94.9 | 93.6 | 99.6 | 99 | — | — | — | — | — | |
| LiCAFModality=depth+sil2026.03 | 93.9 | 82.7 | 88.7 | 95.8 | — | 95.7 | 94.5 | 89.3 | 93.6 | 96.6 | 98.8 | — | — | — | — | — | |
| LidarGait++Modality=pc2026.03 | 92.7 | 79.7 | 92.2 | 94.2 | — | 93.9 | 92.4 | 91.5 | 96.6 | 91.9 | 98.2 | — | — | — | — | — | |
| MMGaitFormerModality=depth+sil2026.03 | 91.1 | 80 | 86 | 94.3 | — | 93.7 | 91.8 | 84 | 88.7 | 95.7 | 98.2 | — | — | — | — | — | |
| HMRNetModality=pc+depth2026.03 | 90.2 | 79.6 | 90.4 | 92.7 | — | 92.3 | 90.3 | 83.1 | 95.2 | 86.2 | 97.5 | — | — | — | — | — | |
| MultiGait++Representation=Sil+Parsing+Flow2026.01 | 87.4 | 50.4 | 45.1 | 92 | 89.1 | — | — | — | — | — | — | — | — | — | — | — | |
| MultiGait++Modality=sil+ps+fl2026.03 | 87.4 | 50.4 | 45.1 | 92 | — | 89.4 | 87.6 | 89.7 | 89.1 | 93.4 | 95.6 | — | — | — | — | — | |
| LidarGaitModality=depth2026.03 | 86.8 | 74.6 | 90.4 | 91.8 | — | 88.6 | 89 | 67.5 | 80.9 | 94.5 | 96.1 | — | — | — | — | — | |
| SkeletonGait++Representation=Silhouette2026.01 | 81.3 | 46.6 | 47.5 | 85.1 | 82.5 | — | — | — | — | — | — | — | — | — | — | — | |
| DeepGaitV2Representation=Silhouette2026.01 | 80.9 | 49.2 | 28 | 86.5 | 81.9 | — | — | — | — | — | — | — | — | — | — | — | |
| PointNet++Modality=pc2026.03 | 77.1 | 58.7 | 74.8 | 82.5 | — | 78.7 | 76.1 | 74 | 85.4 | 75.8 | 94.1 | — | — | — | — | — | |
| GaitBaseRepresentation=Silhouette2026.01 | 76.1 | 49.6 | 25.9 | 81.5 | 76.7 | — | — | — | — | — | — | — | — | — | — | — | |
| GaitBaseModality=sil2026.03 | 76 | 49.6 | 25.8 | 81.3 | — | 77.3 | 75.7 | 75.4 | 76.7 | 81.4 | 89.1 | — | — | — | — | — | |
| TCFDNet2026.05 | 67.6 | 36.1 | 11.2 | — | — | — | 55.4 | — | 52.8 | 71.2 | 78.1 | 60.8 | 39.1 | — | — | — | |
| GaitSetModality=sil2026.03 | 65 | 37.4 | 23 | 69.1 | — | 68.3 | 65 | 63.1 | 67.2 | 61 | 84.8 | — | — | — | — | — | |
| SimpleViewModality=depth2026.03 | 64.8 | 57.2 | 66.5 | 72.3 | — | 68.8 | 63.3 | 49.2 | 79.7 | 62.5 | 85.8 | — | — | — | — | — | |
| CrossGait2026.05 | 63.2 | 30.6 | 11.8 | — | — | — | — | — | — | — | 77 | — | 38.5 | — | — | — | |
| TCFDNet2026.05 | 61.7 | 36.7 | 11.1 | — | — | — | — | — | — | 78.7 | 82.5 | 64.8 | 63.3 | 70.9 | 59.1 | 64.3 | |
| SCR2026.05 | 61.3 | 29.6 | 10.3 | — | — | — | 53 | — | 53.7 | 69.4 | 78.1 | 52.9 | 39.1 | — | — | — | |
| TVI-LFM2026.05 | 61 | 30.1 | 10 | — | — | — | 50.2 | — | 51 | 66.5 | 76.1 | 50.3 | 37.5 | — | — | — | |
| IDKL2026.05 | 60.3 | 29.2 | 9.4 | — | — | — | 48.5 | — | 50.7 | 64.2 | 75.2 | 49.8 | 36.9 | — | — | — | |
| LMGaitEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 59.3 | 45.6 | 48.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCR2026.05 | 57.7 | 35.8 | 10.2 | — | — | — | — | — | — | 72.6 | 79.5 | 54.1 | 58.1 | 61.6 | 52 | 55.9 | |
| BigGaitTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 56.4 | 43.7 | 44.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BigGaitEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 56.4 | 43.7 | 44.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CrossGait2026.05 | 56.4 | 35.4 | 10.3 | — | — | — | — | — | — | — | 79.8 | — | 57.8 | 62.2 | — | — | |
| TVI-LFM2026.05 | 55.7 | 32.7 | 9.1 | — | — | — | — | — | — | 69.2 | 78.5 | 53 | 56.4 | 60.4 | 51.6 | 55.8 | |
| AP3DTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 55.3 | 36.2 | 51.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CL-GaitRequires extra data for pre-training=true2026.05 | 55.1 | — | — | — | — | — | — | — | — | — | 77.3 | — | — | — | — | — | |
| IDKL2026.05 | 54.8 | 31 | 7.9 | — | — | — | — | — | — | 65.3 | 77.1 | 52.3 | 55.2 | 59.6 | 49.5 | 56.1 | |
| CL-GaitPre-trained on synthetic data=true2026.05 | 53.3 | — | — | — | — | — | — | — | — | — | 75.6 | — | — | — | — | — | |
| TSKD2026.05 | 52.1 | 27.9 | 6.3 | — | — | — | 48 | — | 41.1 | 55.6 | 65.8 | 43.6 | 32.7 | — | — | — | |
| SkeletonGaitRepresentation=skeleton2026.01 | 50.1 | 24.7 | 43.9 | 55 | 52 | — | — | — | — | — | — | — | — | — | — | — | |
| TSKD2026.05 | 47.2 | 27.7 | 7.8 | — | — | — | — | — | — | 52.5 | 68.1 | 41.3 | 45.9 | 50.1 | 42.8 | 46.2 | |
| PointTransformerModality=pc2026.03 | 44.4 | 32 | 47.1 | 53.2 | — | 48.1 | 43.2 | 39.1 | 47.9 | 41.8 | 76.7 | — | — | — | — | — | |
| GPGaitRepresentation=skeleton2026.01 | 41.4 | 24.3 | 31.8 | 44 | 47 | — | — | — | — | — | — | — | — | — | — | — | |
| PSTATraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 40.6 | 25.7 | 29.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gait-TRRepresentation=skeleton2026.01 | 30.8 | 21 | 23.5 | 33.3 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | |
| SAAI2026.05 | 26.1 | 21.9 | 3.2 | — | — | — | — | — | — | — | 54.1 | — | 23.2 | 26.5 | — | — | |
| SAAI2026.05 | 22.4 | 14.3 | 5.3 | — | — | — | — | — | — | — | 49.5 | — | 14 | — | — | — | |
| GaitGraph2Representation=skeleton2026.01 | 18.6 | 6.8 | 16.4 | 22.2 | 19.2 | — | — | — | — | — | — | — | — | — | — | — | |
| GaitSetRepresentation=Silhouette2026.01 | 18.6 | 61 | 65 | 69.1 | 23 | — | — | — | — | — | — | — | — | — | — | — | |
| LidarGait2026.05 | 18.3 | 14.2 | 2.4 | — | — | — | — | — | — | — | 39.6 | — | 24.7 | 23.2 | — | — | |
| LidarGait2026.05 | 18.2 | 3.4 | 4.7 | — | — | — | — | — | — | — | 28.1 | — | 3.4 | — | — | — | |
| GaitBaseTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 16.8 | 9.5 | 13.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GaitBaseEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 16.8 | 9.5 | 13.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAJ2026.05 | 16.4 | 7.5 | 2.4 | — | — | — | — | — | — | — | 30.1 | — | 7.4 | — | — | — | |
| GaitSetTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 12.8 | 8.2 | 11 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GaitSetEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 12.8 | 8.2 | 11 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAJ2026.05 | 12.3 | 6.4 | 2.3 | — | — | — | — | — | — | — | 32.3 | — | 13 | 15.3 | — | — |