| Model | Rank@1.NM |
Rank@1.BG |
Rank@1.CL |
mAP.NM |
mAP.BG |
mAP.CL |
Configuration | Input Size | Download checkpoint |
|---|---|---|---|---|---|---|---|---|---|
| GaitSet(AAAI2019) | 95.8(95.0) | 90.0(87.2) | 75.4(70.4) | 85.9 | 81.4 | 77.0 | gaitset.yaml | 64x44 | - |
| GaitPart(CVPR2020) | 96.1(96.2) | 90.7(91.5) | 78.7(78.7) | 84.8 | 81.1 | 75.5 | gaitpart.yaml | 64x44 | - |
| GLN*(ECCV2020) | 96.4(95.6) | 93.1(92.0) | 81.0(77.2) | 89.3 | 87.0 | 82.6 | gln_phase1.yaml, gln_phase2.yaml | 128x88 | - |
| GaitGL(ICCV2021) | 97.4(97.4) | 94.5(94.5) | 83.8(83.6) | 86.2 | 84.4 | 79.8 | gaitgl.yaml | 64x44 | - |
| GaitBase(CVPR2023) | 97.6 | 94.0 | 77.4 | - | - | - | gaitbase_da_casiab.yaml | 64x44 | - |
| Model | Rank@1.NM |
Rank@1.BG |
Rank@1.CL |
Input modality | Configuration |
|---|---|---|---|---|---|
| GaitSet(AAAI2019) | 92.3 | 86.1 | 73.36 | Silhouette | gaitset.yaml |
| GaitPart(CVPR2020) | 93.1 | 86.0 | 75.1 | Silhouette | gaitpart.yaml |
| GaitGL(ICCV2021) | 94.2 | 90.0 | 81.4 | Silhouette | gaitgl.yaml |
| GaitEdge(ECCV2022) | 97.9 | 96.1 | 86.4 | RGB, Silhouette | phase2_gaitedge.yaml |
| GaitBase(CVPR2023) | 96.5 | 91.5 | 78.0 | Silhouette | - |
| Model | Input modality | Rank@1.NM | Rank@1.BG | Rank@1.CL | Rank@1.CR | Rank@1.UB | Rank@1.UF | Rank@1.OC | Rank@1.NT | Rank@1.ALL | Rank@5.ALL | Download checkpoint |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PointNet | PointCloud | 43.6 | 37.3 | 25.7 | 28.8 | 19.9 | 30.1 | 44.3 | 27.4 | 31.3 | 59.8 | - |
| PointNet++ | PointCloud | 55.9 | 52.2 | 41.6 | 49.6 | 47.8 | 45.9 | 54.2 | 52.5 | 50.8 | 82.4 | - |
| PointTransformer | PointCloud | 53.2 | 48.1 | 32.1 | 43.2 | 39.1 | 41.8 | 47.9 | 47.1 | 44.4 | 76.7 | - |
| SimpleView | PointCloud | 72.3 | 68.8 | 57.2 | 63.3 | 49.2 | 62.5 | 79.7 | 66.5 | 64.8 | 85.8 | - |
| LidarGait(CVPR2023) | PointCloud | 91.8 | 88.6 | 74.6 | 89 | 67.5 | 80.9 | 94.5 | 90.4 | 86.8 | 96.1 | - |
| DeepGaitV2-P3D | Silhouette | 87.5 | 84.1 | 53.4 | 81.3 | 86.2 | 84.8 | 88.5 | 28.8 | 82.4 | 92.6 | model |
| SkeletonGait++(AAAI2024) | Silhouette+Skeleton | 89.1 | 87.2 | 55.3 | 85.3 | 87.3 | 87.6 | 91.3 | 47.9 | 85.6 | 95.0 | model |
| SwinGait | Silhouette | 86.2 | 81.3 | 47.4 | 79.3 | 81.6 | 83.1 | 85.6 | 28.5 | 79.7 | 91.8 | - |
| Model | Rank@1 |
mAP |
Configuration | Input Size | Inference Time | Model Size | Download checkpoint |
|---|---|---|---|---|---|---|---|
| GaitSet(AAAI2019) | 87.2(87.1) | 92.2 | gaitset.yaml | 64x44 | 1m26s | 6.31M | - |
| GaitPart(CVPR2020) | 88.6(88.7) | 93.3 | gaitpart.yaml | 64x44 | 8m04s | 3.78M | - |
| GaitGL(ICCV2021) | 89.9(89.7) | 93.3 | gaitgl.yaml | 64x44 | 5m23s | 95.62M | - |
| GaitBase(CVPR2023) | 90.8 | - | gaitbase_oumvlp.yaml | 64x44 | - | - | - |
| DeepGaitV2-3D | 92.0 | - | - | 64x44 | - | - | - |
| Model | Rank@1 |
Configuration | Input Size | Input modality | Inference Time | Model Size |
|---|---|---|---|---|---|---|
| GaitSet(AAAI2019) | 48.4 | gaitset.yaml | 64x44 | Silhouette | - | - |
| GaitPart(CVPR2020) | 47.6 | gaitpart.yaml | 64x44 | Silhouette | - | - |
| GaitGL(ICCV2021) | 41.5 | gaitgl.yaml | 64x44 | Silhouette | - | - |
| GaitGL(BNNeck)(ICCV2021) | 51.7 | gaitgl.yaml | 64x44 | Silhouette | - | - |
| GaitBase(CVPR2023) | 60.1 | gaitbase_da_grew.yaml | 64x44 | Silhouette | - | - |
| DeepGaitV2-3D | 79.4 | - | 64x44 | Silhouette | - | - |
| SwinGait(Transformer-based) | 79.3 | swingait3D_B1442C2_GREW.yaml | 64x44 | Silhouette | - | - |
| SkeletonGait++(AAAI2024) | 85.8 | skeletongait++_GREW.yaml | 64x44 | Silhouette+Skeleton | - | - |
| Model | Rank@1 |
Configuration | Input Size | Input modality | Download checkpoint |
|---|---|---|---|---|---|
| GaitSet(AAAI2019) | 36.7 | - | 64x44 | Silhouette | - |
| GaitPart(CVPR2020) | 28.2 | - | 64x44 | Silhouette | - |
| GaitGL(ICCV2021) | 29.7 | - | 64x44 | Silhouette | - |
| SMPLGait(CVPR 2022) | 48.3(46.3) | smplgait.yaml | 64x44 | Silhouette + SMPL | - |
| GaitBase(CVPR2023) | 64.6 | gaitbase_da_gait3d.yaml | 64x44 | Silhouette | - |
| DeepGaitV2-P3D | 74.4 | DeepGaitV2_gait3d.yaml | 64x44 | Silhouette | - |
| SwinGait(Transformer-based) | 75.0 | swingait3D_B1442C2_Gait3D.yaml | 64x44 | Silhouette | - |
| SkeletonGait++(AAAI2024) | 77.6 | skeletongait++_Gait3D.yaml | 64x44 | Silhouette+Skeleton | - |
| Model | Rank@1 |
mAP |
Configuration | Input Size | Download checkpoint |
|---|---|---|---|---|---|
| GaitSet(AAAI2019) | 55.9 | 46.7 | gaitset_gait3d_parsing.yaml | 64x44 | model |
| GaitPart(CVPR2020) | 43.0 | 33.9 | gaitpart_gait3d_parsing.yaml | 64x44 | model |
| GLN(ECCV2020) | 45.7 | 38.6 | gln_phase1_gait3d_parsing.yaml, gln_phase2_gait3d_parsing.yaml | 64x44 | model |
| GaitGL(ICCV2021) | 47.7 | 36.2 | gaitgl_gait3d_parsing.yaml | 64x44 | model |
| SMPLGait(CVPR 2022) | 60.6 | 52.3 | smplgait_gait3d_parsing.yaml | 64x44 | model |
| GaitBase(CVPR2023) | 71.2 | 64.1 | gaitbase_gait3d_parsing_btz32x2_fixed.yaml | 64x44 | model |
| ParsingGait(ACMMM2023) | 76.2 | 68.2 | parsinggait_gait3d_parsing.yaml | 64x44 | model |
| Model | Rank@1.NM |
Rank@1.BG |
Rank@1.CL |
Input size | Configuration |
|---|---|---|---|---|---|
| GaitSet(AAAI2019) | 82.54 | 75.26 | 62.53 | 64x44 | gaitset_casiae.yaml |
| GaitPart(CVPR2020) | 82.92 | 74.36 | 60.48 | 64x44 | gaitpart_casiae.yaml |
| GaitBase(CVPR2023) | 91.59 | 86.65 | 74.73 | 64x44 | gaitbase_casiae.yaml |
The results in the parentheses are mentioned in the papers.
Note:
- The checkpoint files can be found here.
- GaitBase and DeepGaitV2 series are the officially recommended CNN-based baseline models.
- SwinGait series are the officially recommended Transformer-based baseline models.
- All results exclude identical-view cases in CASIA-B(*) and OUMVLP.
- The shown result of GLN is implemented without the compact block.
- The mAP is calculated by the new evaluation protocol proposed in A Comprehensive Study on the Evaluation of Silhouette-based Gait Recognition.