Gait Recognition on GREW
81.7Rank-1 AccuracyGaitSnippet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GaitSnippetCategory=Snippet, Backbone=2D2025.08 | 81.7 | 90.9 | — | — | |
| GaitCLIFmodel_type=P3D-based2026.04 | 80.2 | 89.2 | — | — | |
| VPNetCategory=Seq, Backbone=3D2025.08 | 80 | 89.4 | — | — | |
| GaitMoECategory=Seq, Backbone=3D2025.08 | 79.6 | 89.1 | — | — | |
| GaitMoE2026.04 | 79.6 | 89.1 | — | — | |
| DeepGaitV2-3DCategory=Seq, Backbone=3D2025.08 | 79.4 | 88.9 | — | — | |
| SwinGait-3DCategory=Seq, Backbone=Swin3D2025.08 | 79.3 | 88.9 | — | — | |
| CLTDCategory=Seq, Backbone=3D2025.08 | 78 | 87.8 | — | — | |
| DeepGaitV2-P3DCategory=Seq, Backbone=P3D2025.08 | 77.7 | 87.9 | — | — | |
| DeepGaitV2model_type=P3D-based2026.04 | 77.7 | 88.9 | — | — | |
| DyGaitCategory=Seq, Backbone=3D2025.08 | 71.4 | 83.2 | — | — | |
| DyGaitBit=32, BitOPs=867.142024.05 | 71.4 | 83.21 | — | — | |
| SwinGait-2DCategory=Set, Backbone=Swin2D2025.08 | 70.8 | 83.7 | — | — | |
| DeepGaitV2-2DCategory=Set, Backbone=2D2025.08 | 68.6 | 82 | — | — | |
| GaitGCICategory=Seq, Backbone=3D2025.08 | 68.5 | 80.8 | — | — | |
| GaitBase2026.04 | 64.6 | — | — | — | |
| HSTLCategory=Seq, Backbone=3D2025.08 | 62.7 | 76.6 | — | — | |
| QGait-8Bit=w8/a8, BitOPs=8.872024.05 | 60.6 | 75.89 | — | — | |
| GaitBaseBit=32, BitOPs=141.962024.05 | 60.12 | 75.47 | — | — | |
| GaitBaseBNNeck=true, DA=true2022.11 | 60.1 | — | — | — | |
| GaitBaseCategory=Set, Backbone=2D2025.08 | 60.1 | 75.5 | — | — | |
| Dorefa-8Bit=w8/a82024.05 | 60 | 74.93 | — | — | |
| LSQ-8Bit=w8/a82024.05 | 59.89 | 75.13 | — | — | |
| PACT-8Bit=w8/a82024.05 | 59.03 | 73.62 | — | — | |
| QGait-4Bit=w4/a4, BitOPs=2.222024.05 | 58.52 | 74.06 | — | — | |
| GaitBaseBNNeck=false, DA=true2022.11 | 57.9 | — | — | — | |
| GaitBaseBNNeck=true, DA=false2022.11 | 57.7 | — | — | — | |
| LSQ-4Bit=w4/a42024.05 | 57.44 | 73.51 | — | — | |
| GaitBaseBNNeck=false, DA=false2022.11 | 54.7 | — | — | — | |
| Dorefa-4Bit=w4/a42024.05 | 53.31 | 69.68 | — | — | |
| GaitRef2023.04 | 53 | 67.9 | 73 | 77.5 | |
| GaitMix2023.04 | 52.4 | 67.4 | 72.9 | 77.2 | |
| PACT-4Bit=w4/a42024.05 | 52.4 | 68.72 | — | — | |
| GaitGL2023.04 | 51.4 | 67.5 | 72.8 | 77.3 | |
| CSTL2022.11 | 50.6 | — | — | — | |
| CSTL2023.04 | 50.6 | 65.9 | 71.9 | 76.9 | |
| GaitSet2022.11 | 48.4 | — | — | — | |
| GaitSetCategory=Set, Backbone=2D2025.08 | 48.4 | 63.6 | — | — | |
| GaitPart2022.11 | 47.6 | — | — | — | |
| GaitPartCategory=Seq, Backbone=2D2025.08 | 47.6 | 60.7 | — | — | |
| GaitGL2022.11 | 47.3 | — | — | — | |
| GaitGLCategory=Seq, Backbone=3D2025.08 | 47.3 | 63.6 | — | — | |
| GaitGLBit=32, BitOPs=234.212024.05 | 47.28 | 63.88 | — | — | |
| GaitSet2023.04 | 46.3 | 63.6 | 70.3 | 76.8 | |
| GaitSetBit=32, BitOPs=50.682024.05 | 46.3 | 63.62 | — | — | |
| GaitSet2026.04 | 46.3 | 63.6 | — | — | |
| GaitPart2023.04 | 44 | 60.7 | 67.4 | 73.5 | |
| GaitPart2026.04 | 44 | 60.7 | — | — | |
| GaitPartBit=32, BitOPs=31.682024.05 | 43.99 | 60.74 | — | — | |
| TS-CNN2023.04 | 13.6 | 24.6 | 30.2 | 37 | |
| GEINet2023.04 | 6.8 | 13.4 | 17 | 21 | |
| GaitGraph2023.04 | 1.3 | 3.5 | 5.1 | 7.5 | |
| PoseGait2023.04 | 0.2 | 1.1 | 2.2 | 4.3 |