Gait Recognition on CASIA-B (test) (Condition Specific R-1)
100Rank-1 Accuracy (NM)BigGait
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BigGaitRepresentation=RGB2026.01 | 100 | 99.6 | 90.5 | — | — | 96.7 | |
| LMGaitRepresentation=RGB2026.01 | 100 | 99.6 | 92.9 | — | — | 97.5 | |
| GaitGCIRepresentation=Silhouette2026.01 | 98.4 | 96.6 | 88.5 | — | — | 94.5 | |
| VPNetRepresentation=Silhouette2026.01 | 98.3 | 96.3 | 90.7 | — | — | 94.9 | |
| 3DLocalType=Appearance-based2026.04 | 98.3 | 95.5 | 84.5 | — | — | 92.8 | |
| H-MoReRecognition Model=GaitSet2025.04 | 98.27 | 94.46 | 85.25 | 5.57 | 861.5 | — | |
| H-MoReRecognition Model=GaitBase2025.04 | 98.26 | 95.62 | 87.66 | 5.57 | 861.5 | — | |
| H-MoReNumber of Parameters=~5.7M2025.04 | 98.26 | 95.62 | 87.66 | — | — | — | |
| VideoFlowRecognition Model=GaitBase2025.04 | 97.88 | 94.01 | 86.12 | 12.65 | 3,159.3 | — | |
| GMFlowRecognition Model=GaitBase2025.04 | 97.72 | 93.59 | 85.22 | 4.68 | 428.6 | — | |
| 3D PoseNumber of Parameters=~41M, Feature Extractor=ST-GCN [58]2025.04 | 97.21 | 94.32 | 84.05 | — | — | — | |
| RAFTRecognition Model=GaitBase2025.04 | 96.91 | 93.12 | 80.52 | 5.25 | 1,780.4 | — | |
| 2D PoseNumber of Parameters=~25M, Feature Extractor=ST-GCN [58]2025.04 | 96.82 | 93.44 | 82.17 | — | — | — | |
| FlowFormer++Recognition Model=GaitBase2025.04 | 96.66 | 94.31 | 85.7 | 16.15 | 3,048.1 | — | |
| GMARecognition Model=GaitBase2025.04 | 96.61 | 92.83 | 83.63 | 5.88 | 2,450.3 | — | |
| SKFlowRecognition Model=GaitBase2025.04 | 96.59 | 92.42 | 82.13 | 6.27 | 2,731.5 | — | |
| w/o FlowRecognition Model=GaitBase2025.04 | 96.51 | 91.5 | 78.02 | — | — | — | |
| GaitBaseRepresentation=Silhouette2026.01 | 96.5 | 91.5 | 78 | — | — | 88.7 | |
| CRAFTRecognition Model=GaitBase2025.04 | 96.27 | 92.6 | 79.61 | 6.3 | 4,204.7 | — | |
| GaitPartType=Appearance-based2026.04 | 96.2 | 91.5 | 78.7 | — | — | 88.8 | |
| GaitMixer + Wavelet Feature StreamType=Skeleton-based2026.04 | 95.1 | 87.2 | 86.7 | — | — | 89.7 | |
| GaitSetType=Appearance-based2026.04 | 95 | 87.2 | 70.4 | — | — | 84.2 | |
| GaitMixerType=Skeleton-based2026.04 | 94.9 | 85.6 | 84.5 | — | — | 88.3 | |
| GaitTRRepresentation=Skeleton2026.01 | 94.7 | 89.3 | 86.7 | — | — | 90.2 | |
| GMARecognition Model=GaitSet2025.04 | 93.72 | 83.33 | 71.64 | 5.88 | 2,450.3 | — | |
| CRAFTRecognition Model=GaitSet2025.04 | 93.71 | 82.89 | 71.12 | 6.3 | 4,204.7 | — | |
| FlowFormer++Recognition Model=GaitSet2025.04 | 93.65 | 83.35 | 71.75 | 16.15 | 3,048.1 | — | |
| GMFlowRecognition Model=GaitSet2025.04 | 93.62 | 83.82 | 72.75 | 4.68 | 428.6 | — | |
| GPGaitRepresentation=Skeleton2026.01 | 93.6 | 80.2 | 69.3 | — | — | 81 | |
| VideoFlowRecognition Model=GaitSet2025.04 | 93.55 | 82.59 | 70.73 | 12.65 | 3,159.3 | — | |
| SKFlowRecognition Model=GaitSet2025.04 | 93.52 | 82.38 | 70.53 | 6.27 | 2,731.5 | — | |
| RAFTRecognition Model=GaitSet2025.04 | 93.28 | 82.21 | 70.55 | 5.25 | 1,780.4 | — | |
| w/o FlowRecognition Model=GaitSet2025.04 | 92.82 | 82.25 | 69.24 | — | — | — | |
| GaitSetRepresentation=Silhouette2026.01 | 92.3 | 86.1 | 73.4 | — | — | 84 | |
| GaitNetType=Appearance-based2026.04 | 91.6 | 85.7 | 58.9 | — | — | 78.7 | |
| GaitFormerType=Skeleton-based2026.04 | 91.5 | 81.4 | 77.2 | — | — | 83.4 | |
| BigGaitTrained on=SUSTech1K, Evaluation Mode=Cross-domain2024.02 | 91.1 | 85.8 | 18.7 | — | — | — | |
| GaitGraphType=Skeleton-based2026.04 | 87.7 | 74.8 | 66.3 | — | — | 76.3 | |
| GaitGraph2Type=Skeleton-based2026.04 | 82 | 73.2 | 63.6 | — | — | 72.9 | |
| LMGaitEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 81.6 | 75.4 | 35.4 | — | — | — | |
| GaitGraph2Representation=Skeleton2026.01 | 80.3 | 71.4 | 63.8 | — | — | 71.8 | |
| BigGaitTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 77.4 | 71.5 | 33.6 | — | — | — | |
| BigGaitEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 77.4 | 71.5 | 33.6 | — | — | — | |
| GaitBaseTrained on=SUSTech1K, Evaluation Mode=Cross-domain2024.02 | 73.1 | 61.2 | 28.2 | — | — | — | |
| PoseGaitType=Skeleton-based2026.04 | 68.7 | 44.5 | 36 | — | — | 49.7 | |
| GaitSetTrained on=SUSTech1K, Evaluation Mode=Cross-domain2024.02 | 63.3 | 50.8 | 26.4 | — | — | — | |
| GaitBaseTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 59.1 | 52.7 | 30.4 | — | — | — | |
| GaitBaseEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 59.1 | 52.7 | 30.4 | — | — | — | |
| AP3DTrained on=SUSTech1K, Evaluation Mode=Cross-domain2024.02 | 56.7 | 48.1 | 15.3 | — | — | — | |
| AP3DTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 53.7 | 46.2 | 11.9 | — | — | — | |
| PSTATraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 49.7 | 42.3 | 8.8 | — | — | — | |
| GaitSetTraining Set=CCPG, Evaluation Type=Cross-domain2024.02 | 47.4 | 40.9 | 25.8 | — | — | — | |
| GaitSetEvaluation Mode=Cross-dataset evaluation, Training dataset=CCPG2026.01 | 47.4 | 40.9 | 25.8 | — | — | — | |
| PSTATrained on=SUSTech1K, Evaluation Mode=Cross-domain2024.02 | 31.2 | 27.7 | 10.6 | — | — | — |