Gait Recognition on SUSTech1K
98.7Rank-5 AccBigGait
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BigGaitInput=RGB, Venue=CVPR'242025.05 | 98.7 | 73.2 | 85.3 | 99.3 | 96.1 | 97 | 97.2 | 96 | 93.2 | — | — | — | — | — | — | — | — | |
| DenoisingGaitInput=RGB+Sils, Venue=Ours2025.05 | 98.4 | 79 | 69.5 | 99.3 | 98.4 | 96.3 | 95.3 | 97.1 | 94.7 | — | — | — | — | — | — | — | — | |
| PSGait-DInput=Silhouette+Skeleton, Source=Ours2025.03 | 95.9 | — | — | — | — | — | — | — | — | 86.1 | — | — | — | — | — | — | — | |
| MultiGait++Input=Sils+Parsing+Flow, Venue=AAAI'252025.05 | 95.6 | 50.4 | 45.1 | 93.4 | 87.6 | 89.7 | 87.6 | 89.7 | 89.1 | — | — | — | — | — | — | — | — | |
| SkeletonGait++Input=Sils+Skeleton, Venue=AAAI'242025.05 | 95.5 | 46.6 | 47.5 | 86.2 | 81.9 | 80.8 | 81.9 | 80.8 | 82.5 | — | — | — | — | — | — | — | — | |
| SkeletonGait++Input=Silhouette+Skeleton, Source=AAAI20242025.03 | 95.5 | — | — | — | — | — | — | — | — | 81.3 | — | — | — | — | — | — | — | |
| SkeletonGait++Teacher=SkeletonGait++2026.04 | 95.5 | — | — | — | — | — | — | — | — | 81.3 | — | — | — | — | — | — | — | |
| PSGait-BInput=Silhouette+Skeleton, Source=Ours2025.03 | 95.1 | — | — | — | — | — | — | — | — | 84.3 | — | — | — | — | — | — | — | |
| GaitCLIFArchitecture=P3D-based2026.04 | 93.6 | 58 | 29.9 | 84.7 | 89.2 | 86.6 | — | — | 88 | — | 84 | 87.7 | 90.7 | — | — | — | — | |
| DeepGaitV2Architecture=P3D-based2026.04 | 92.5 | 53.4 | 28.8 | 82.3 | 87.4 | 84.1 | — | — | 84.8 | — | 81.3 | 86.1 | 88.5 | — | — | — | — | |
| DeepGaitV2Teacher=DeepGaitV22026.04 | 92.5 | — | — | — | — | — | — | — | — | 82.3 | — | — | — | — | — | — | — | |
| DeepGaitV2Input=Sils, Venue=Arxiv2025.05 | 91.9 | 49.2 | 28 | 86 | 86.5 | 82.8 | 80.4 | 83.3 | 81.9 | — | — | — | — | — | — | — | — | |
| SwinGaitTeacher=SwinGait2026.04 | 91.7 | — | — | — | — | — | — | — | — | 79.7 | — | — | — | — | — | — | — | |
| GaitKDStudent=GaitBase, Teacher=DeepGaitV22026.04 | 91.3 | — | — | — | — | — | — | — | — | 77.9 | — | — | — | — | — | — | — | |
| GaitKDStudent=GaitBase, Teacher=SwinGait2026.04 | 91.2 | — | — | — | — | — | — | — | — | 78.1 | — | — | — | — | — | — | — | |
| GaitKDStudent=GaitBase, Teacher=SkeletonGait++2026.04 | 90.6 | — | — | — | — | — | — | — | — | 77 | — | — | — | — | — | — | — | |
| DeepGaitV2Input=Silhouette, Source=Arxiv20232025.03 | 90.2 | — | — | — | — | — | — | — | — | 77.4 | — | — | — | — | — | — | — | |
| GaitBaseStudent=GaitBase2026.04 | 90 | — | — | — | — | — | — | — | — | 77 | — | — | — | — | — | — | — | |
| GaitBaseInput=Sils, Venue=CVPR'232025.05 | 89.4 | 49.6 | 25.9 | 81.4 | 81.5 | 77.5 | 75.8 | 75.5 | 76.7 | — | — | — | — | — | — | — | — | |
| GaitBaseInput=Silhouette, Source=TPAMI20252025.03 | 89.4 | — | — | — | — | — | — | — | — | 76.1 | — | — | — | — | — | — | — | |
| GaitBase2026.04 | 89.4 | 49.6 | 25.9 | 76.1 | 81.5 | 77.5 | — | — | 76.7 | — | 75.8 | 75.5 | 81.4 | — | — | — | — | |
| GaitBasepInput=Parsing, Source=TPAMI20252025.03 | 88.4 | — | — | — | — | — | — | — | — | 71.7 | — | — | — | — | — | — | — | |
| GaitSetInput=Sils, Venue=TPAMI'222025.05 | 84.8 | 37.4 | 23 | 67.2 | 69.1 | 68.2 | 65 | 63.1 | 61 | — | — | — | — | — | — | — | — | |
| GaitSetInput=Silhouette, Source=TPAMI20222025.03 | 84.8 | — | — | — | — | — | — | — | — | 65 | — | — | — | — | — | — | — | |
| GaitSet2026.04 | 84.8 | 37.4 | 23 | 65 | 69.1 | 68.2 | — | — | 61 | — | 65 | 63.1 | 67.2 | — | — | — | — | |
| SkeletonGait2026.04 | 83.5 | 36.5 | 50.1 | 63 | 67.9 | 63.5 | — | — | 67.2 | — | 61.6 | 58.1 | 79.1 | — | — | — | — | |
| BiFusionInput=Sils+Skeleton, Venue=MTA'232025.05 | 83.4 | 45.4 | 33.7 | 77.8 | 69.8 | 62.3 | 60.9 | 54.3 | 63.5 | — | — | — | — | — | — | — | — | |
| BiFusionInput=Silhouette+Skeleton, Source=MTA20232025.03 | 83.4 | — | — | — | — | — | — | — | — | 62.1 | — | — | — | — | — | — | — | |
| GaitPartInput=Sils, Venue=CVPR'202025.05 | 80.8 | 33.1 | 21.7 | 57.2 | 62.2 | 62.8 | 59.5 | 57.2 | 54.8 | — | — | — | — | — | — | — | — | |
| GaitPartInput=Silhouette, Source=CVPR20202025.03 | 80.8 | — | — | — | — | — | — | — | — | 59.2 | — | — | — | — | — | — | — | |
| GaitPart2026.04 | 80.8 | 33.1 | 21.7 | 59.2 | 62.2 | 62.8 | — | — | 54.8 | — | 59.5 | 57.2 | 57.2 | — | — | — | — | |
| GaitCLIFPose Type=Barbie-17, Upstream Model=ViTPose2026.04 | 80.4 | 39.9 | 40.1 | 59.7 | 64.3 | 50.6 | — | — | 61.9 | — | 59 | 52.6 | 69.8 | — | — | — | — | |
| SkeletonGaitInput=Skeleton, Source=AAAI20242025.03 | 72.6 | — | — | — | — | — | — | — | — | 50.1 | — | — | — | — | — | — | — | |
| SkeletonGaitPose Type=COCO-17, Upstream Model=HRNet2026.04 | 72.6 | 24.7 | 43.9 | 50.1 | 55 | 51 | — | — | 52 | — | 49.9 | 42.3 | 62.8 | — | — | — | — | |
| OmniGaitInput Modality=RGB+Silhouette, Training Dataset=MMGait, Evaluation Protocol=Zero-shot (no fine-tuning)2026.04 | 70.96 | 35.98 | 32.86 | — | — | — | — | — | — | 63.93 | — | — | 46.97 | 54.39 | 52.71 | 50.98 | 48.86 | |
| GPGaitInput=Skeleton, Source=ICCV20232025.03 | 65.4 | — | — | — | — | — | — | — | — | 41.5 | — | — | — | — | — | — | — | |
| OmniGaitInput Modality=Silhouette, Training Dataset=MMGait, Evaluation Protocol=Zero-shot (no fine-tuning)2026.04 | 62.15 | 26.28 | 18.08 | — | — | — | — | — | — | 47.24 | — | — | 42.98 | 44.68 | 41.78 | 39.42 | 42.04 | |
| GaitTRPose Type=COCO-17, Upstream Model=HRNet2026.04 | 56 | 21 | 23.5 | 72.6 | 33.3 | 31.5 | — | — | 34.6 | — | 30.4 | 22.7 | 44.9 | — | — | — | — | |
| OmniGaitInput Modality=RGB, Training Dataset=MMGait, Evaluation Protocol=Zero-shot (no fine-tuning)2026.04 | 53.21 | 20.52 | 44.66 | — | — | — | — | — | — | 43.15 | — | — | 32.31 | 30.07 | 32.45 | 27.93 | 24.33 | |
| GaitGraphPose Type=COCO-17, Upstream Model=HRNet2026.04 | 40.2 | 6.8 | 16.4 | 18.6 | 22.2 | 18.2 | — | — | 19.2 | — | 18.6 | 13.4 | 27.3 | — | — | — | — | |
| OmniGaitInput Modality=Lidar Depth, Training Dataset=MMGait, Evaluation Protocol=Zero-shot (no fine-tuning)2026.04 | 17.38 | 4.88 | 9.55 | — | — | — | — | — | — | 13.67 | — | — | 10.88 | 10.81 | 7.29 | 1.14 | 7.06 | |
| AP3DTrained on=CASIA-B*2024.02 | — | 29.3 | 47.4 | 48.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BigGaitTrained on=CASIA-B*2024.02 | — | 36.9 | 60.2 | 64.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepGaitV2Input=Sils, Venue=TPAMI2025, Params=9.1M2026.05 | — | 53.4 | 28.8 | 82.3 | 87.4 | 84.1 | 81.3 | 86.1 | 84.8 | — | — | — | 88.5 | — | — | — | — | |
| DepthGaitInput=Sils+Depth Map, Venue=MM20252026.05 | — | 56.8 | 38.4 | 87.6 | 93.5 | 88 | 87.4 | 90 | 88.5 | — | — | — | 95.2 | — | — | — | — | |
| GaitBaseTrained on=CASIA-B*2024.02 | — | 8.1 | 11.8 | 15.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GaitBaseInput=Sils, Venue=CVPR2023, Params=8.0M2026.05 | — | 49.6 | 25.9 | 76.1 | 81.5 | 77.5 | 75.8 | 75.6 | 76.7 | — | — | — | 81.4 | — | — | — | — | |
| GaitLLM-10Input=Sils, Venue=CVPR2025, Params=23.4M2026.05 | — | 59.7 | 28.8 | 84.5 | 88.2 | 86.3 | 83.5 | 88.8 | 86.9 | — | — | — | 90.5 | — | — | — | — | |
| GaitPartInput=Sils, Venue=CVPR2019, Params=1.2M2026.05 | — | 33.1 | 21.8 | 59.2 | 62.2 | 62.8 | 59.5 | 57.3 | 54.9 | — | — | — | 57.2 | — | — | — | — | |
| GaitSetTrained on=CASIA-B*2024.02 | — | 7.2 | 12.2 | 12.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GaitSetInput=Sils, Venue=AAAI2019, Params=2.6M2026.05 | — | 37.4 | 23 | 65 | 69.1 | 68.3 | 65 | 63.1 | 61 | — | — | — | 67.2 | — | — | — | — | |
| HMRNetInput=PCs, Venue=MM20242026.05 | — | 79.6 | 90.4 | 90.2 | 92.7 | 92.3 | 90.3 | 83.1 | 95.2 | — | — | — | 86.2 | — | — | — | — | |
| LidarGait++Input=PCs, Venue=CVPR2025, Params=4.4M2026.05 | — | 79.7 | 92.2 | 92.7 | 94.2 | 93.9 | 92.4 | 91.5 | 96.6 | — | — | — | 91.9 | — | — | — | — | |
| MultiGait++Input=Sils+Parsing+Flow, Venue=AAAI2025, Params=12.1M2026.05 | — | 50.4 | 45.1 | 87.4 | 92 | 89.4 | 87.6 | 89.7 | 89.1 | — | — | — | 93.4 | — | — | — | — | |
| Origin-SInput=Sils, Venue=ICCV20252026.05 | — | 64.8 | 29.6 | 86.9 | 91.4 | 88.1 | 86 | 89.8 | 88.9 | — | — | — | 92.8 | — | — | — | — | |
| PSTATrained on=CASIA-B*2024.02 | — | 19.9 | 37.5 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SkeletonGait++Input=Sils+Skeleton, Venue=AAAI2024, Params=9.1M2026.05 | — | 46.6 | 47.5 | 81.3 | 85.1 | 82.9 | 81.9 | 80.8 | 82.5 | — | — | — | 86.2 | — | — | — | — | |
| α-Gait-SInput=Sils, Venue=NIPS20252026.05 | — | 64 | 28.2 | 86.3 | 91.1 | 87.2 | 85.3 | 89.5 | 88.8 | — | — | — | 92.7 | — | — | — | — |