Gait Recognition on Gait3D
81.2R-1 AccPSGait-D
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PSGait-DInput=Silhouette+Skeleton, Source=Ours2025.03 | 81.2 | 91.6 | 75.2 | 54.9 | — | |
| PSGait-BInput=Silhouette+Skeleton, Source=Ours2025.03 | 78.4 | 91.3 | 72.2 | 49.3 | — | |
| SkeletonGait++Input=Silhouette+Skeleton, Source=AAAI20242025.03 | 77.6 | 89.4 | 70.3 | 42.6 | — | |
| GaitSnippetCategory=Snippet, Backbone=2D2025.08 | 77.5 | — | 69.4 | — | — | |
| GaitCLIFmodel_type=P3D-based2026.04 | 76.5 | 88.5 | 67.9 | — | — | |
| VPNetCategory=Seq, Backbone=3D2025.08 | 75.4 | — | — | — | — | |
| SwinGait-3DCategory=Seq, Backbone=Swin3D2025.08 | 75 | — | 67.2 | — | — | |
| DeepGaitV2Input=Silhouette, Source=Arxiv20232025.03 | 74.4 | 88 | 65.8 | — | — | |
| DeepGaitV2-P3DCategory=Seq, Backbone=P3D2025.08 | 74.4 | — | 65.8 | — | — | |
| DeepGaitV2model_type=P3D-based2026.04 | 74.4 | 88 | 65.8 | — | — | |
| GaitMoECategory=Seq, Backbone=3D2025.08 | 73.7 | — | 66.2 | — | — | |
| GaitMoE2026.04 | 73.7 | — | 66.2 | — | — | |
| DeepGaitV2-3DCategory=Seq, Backbone=3D2025.08 | 72.8 | — | 63.9 | — | — | |
| CLTDCategory=Seq, Backbone=3D2025.08 | 69.7 | — | — | — | — | |
| SwinGait-2DCategory=Set, Backbone=Swin2D2025.08 | 69.4 | — | 61.6 | — | — | |
| DeepGaitV2-2DCategory=Set, Backbone=2D2025.08 | 68.2 | — | 60.4 | — | — | |
| QGait-8Bit-width=w8/a8, BitOPs (G)=7.392024.05 | 66.5 | 81.3 | 55.82 | 37.05 | 86.2 | |
| DyGaitCategory=Seq, Backbone=3D2025.08 | 66.3 | — | 56.4 | — | — | |
| DyGaitBit-width=32, BitOPs (G)=652.222024.05 | 66.3 | 80.8 | 56.4 | 37.3 | 86.1 | |
| GaitSTRInput size=64 x 442024.04 | 65.1 | 81.3 | 55.59 | 36.84 | — | |
| LSQ-8Bit-width=w8/a82024.05 | 64.8 | 81.4 | 55.15 | 36.76 | 85.9 | |
| GaitBaseBNNeck=true, DA=true2022.11 | 64.6 | — | — | — | — | |
| GaitBaseInput=Silhouette, Source=TPAMI20252025.03 | 64.6 | — | — | — | — | |
| GaitBaseCategory=Set, Backbone=2D2025.08 | 64.6 | — | 55.3 | — | — | |
| QGait-4Bit-width=w4/a4, BitOPs (G)=1.852024.05 | 64.6 | 81.2 | 54.29 | 35.76 | 86.2 | |
| GaitBaseBit-width=32, BitOPs (G)=118.302024.05 | 64.4 | 81.5 | 55.28 | 36.73 | 85.8 | |
| Dorefa-8Bit-width=w8/a82024.05 | 64.3 | 80.8 | 54.34 | 35.87 | 86.1 | |
| LSQ-4Bit-width=w4/a42024.05 | 63.8 | 79.6 | 54.22 | 35.71 | 86.3 | |
| PACT-8Bit-width=w8/a82024.05 | 63.3 | 80.5 | 53.41 | 34.64 | 85.2 | |
| GaitBaseBNNeck=false, DA=true2022.11 | 62 | — | — | — | — | |
| GaitBaseInput size=64 x 442024.04 | 62 | 78.8 | 53.17 | 35.33 | — | |
| HSTLCategory=Seq, Backbone=3D2025.08 | 61.3 | — | 55.5 | — | — | |
| GaitBase2026.04 | 60.1 | — | — | — | — | |
| Dorefa-4Bit-width=w4/a42024.05 | 60 | 78.3 | 50.32 | 32.66 | 83.2 | |
| PACT-4Bit-width=w4/a42024.05 | 59.8 | 78 | 49.56 | 31.53 | 82.8 | |
| GaitBaseBNNeck=false, DA=false2022.11 | 56.9 | — | — | — | — | |
| GaitBaseBNNeck=true, DA=false2022.11 | 54.7 | — | — | — | — | |
| SMPLGaitInput Size (W×H)=88×128, Publication=Ours2022.04 | 53.2 | 71 | 42.43 | 25.97 | — | |
| GaitGCICategory=Seq, Backbone=3D2025.08 | 50.3 | — | 39.5 | — | — | |
| GaitRefInput size=64 x 442024.04 | 49 | 69.3 | 40.69 | 25.26 | — | |
| SMPLGait w/o 3DInput Size (W×H)=88×128, Publication=Ours2022.04 | 47.7 | 67.2 | 37.62 | 22.24 | — | |
| Force NetworkModality=Silhouette + Force2025.12 | 47.3 | — | 39.11 | — | — | |
| SMPLGaitInput Size (W×H)=44×64, Publication=Ours2022.04 | 46.3 | 64.5 | 37.16 | 22.23 | — | |
| SMPLGait2022.11 | 46.3 | — | — | — | — | |
| SMPLGaitInput size=64 x 442024.04 | 46.3 | 64.5 | 37.16 | 22.23 | — | |
| GaitMixInput size=64 x 442024.04 | 46.2 | 66.2 | 37.08 | 22.85 | — | |
| BaselineModality=Silhouette-Only2025.12 | 46 | — | 38.02 | — | — | |
| SMPLGait w/o 3DInput Size (W×H)=44×64, Publication=Ours2022.04 | 42.9 | 63.9 | 35.19 | 20.83 | — | |
| OpenGaitInput size=64 x 442024.04 | 42.9 | 63.9 | 35.19 | 20.83 | — | |
| GaitSetInput Size (W×H)=88×128, Publication=AAAI 20192022.04 | 42.6 | 63.1 | 33.69 | 19.69 | — | |
| GLNInput Size (W×H)=88×128, Publication=ECCV 20202022.04 | 42.2 | 64.5 | 33.14 | 19.56 | — | |
| SkeletonGaitInput=Skeleton, Source=AAAI20242025.03 | 38.1 | 56.7 | 28.9 | 16.1 | — | |
| GaitSetBit-width=32, BitOPs (G)=10.682024.05 | 36.75 | 58.66 | 30.21 | 17.55 | 64.2 | |
| GaitSetInput Size (W×H)=44×64, Publication=AAAI 20192022.04 | 36.7 | 58.3 | 30.01 | 17.3 | — | |
| GaitSet2022.11 | 36.7 | — | — | — | — | |
| GaitSetInput size=64 x 442024.04 | 36.7 | 58.3 | 30.01 | 17.3 | — | |
| GaitSetInput=Silhouette, Source=TPAMI20222025.03 | 36.7 | 58.3 | 30 | 17.3 | — | |
| GaitSetCategory=Set, Backbone=2D2025.08 | 36.7 | — | 30 | — | — | |
| GaitSet2026.04 | 36.7 | 58.3 | 30 | — | — | |
| GLNInput Size (W×H)=44×64, Publication=ECCV 20202022.04 | 31.4 | 52.9 | 24.74 | 13.58 | — | |
| GLNInput size=64 x 442024.04 | 31.4 | 52.9 | 24.74 | 13.58 | — | |
| GaitPartInput Size (W×H)=88×128, Publication=CVPR 20202022.04 | 29.9 | 50.6 | 23.34 | 13.15 | — | |
| GaitGLBit-width=32, BitOPs (G)=41.642024.05 | 29.88 | 48.69 | 22.3 | 13.5 | 54.42 | |
| GaitGLInput Size (W×H)=44×64, Publication=ICCV 20212022.04 | 29.7 | 48.5 | 22.29 | 13.26 | — | |
| GaitGL2022.11 | 29.7 | — | — | — | — | |
| GaitGLInput size=64 x 442024.04 | 29.7 | 48.5 | 22.29 | 13.26 | — | |
| GaitGLCategory=Seq, Backbone=3D2025.08 | 29.7 | — | 22.3 | — | — | |
| GaitPartBit-width=32, BitOPs (G)=10.672024.05 | 28.44 | 47.58 | 22.01 | 12.32 | 53.7 | |
| GaitPartInput Size (W×H)=44×64, Publication=CVPR 20202022.04 | 28.2 | 47.6 | 21.58 | 12.36 | — | |
| GaitPart2022.11 | 28.2 | — | — | — | — | |
| GaitPartInput size=64 x 442024.04 | 28.2 | 47.6 | 21.58 | 12.36 | — | |
| GaitPartInput=Silhouette, Source=CVPR20202025.03 | 28.2 | 47.6 | 21.6 | 12.4 | — | |
| GaitPartCategory=Seq, Backbone=2D2025.08 | 28.2 | — | 21.6 | — | — | |
| GaitPart2026.04 | 28.2 | 47.6 | 21.6 | — | — | |
| GaitGLInput Size (W×H)=88×128, Publication=ICCV 20212022.04 | 23.5 | 38.5 | 16.4 | 9.2 | — | |
| GPGaitInput=Skeleton, Source=ICCV20232025.03 | 22.4 | — | — | — | — | |
| CSTLInput Size (W×H)=88×128, Publication=ICCV 20212022.04 | 12.2 | 21.7 | 6.44 | 3.28 | — | |
| CSTLInput Size (W×H)=44×64, Publication=ICCV 20212022.04 | 11.7 | 19.2 | 5.59 | 2.59 | — | |
| CSTL2022.11 | 11.7 | — | — | — | — | |
| CSTLInput size=64 x 442024.04 | 11.7 | 19.2 | 5.59 | 2.59 | — | |
| GEINetInput Size (W×H)=88×128, Publication=ICB 20162022.04 | 7 | 16.3 | 6.05 | 3.77 | — | |
| GaitGraphInput Size (W×H)=Unrelated (reported once), Publication=arXiv 20212022.04 | 6.25 | 16.23 | 5.18 | 2.42 | — | |
| GEINetInput Size (W×H)=44×64, Publication=ICB 20162022.04 | 5.4 | 14.2 | 5.06 | 3.14 | — | |
| PoseGaitInput Size (W×H)=Unrelated (reported once), Publication=PR 20202022.04 | 0.24 | 1.08 | 0.47 | 0.34 | — |