Chao Fan
16 KiB
16 KiB
Model Zoo
CASIA-B
| Model | Rank@1.NM |
Rank@1.BG |
Rank@1.CL |
mAP.NM |
mAP.BG |
mAP.CL |
Configuration | Input Size |
|---|---|---|---|---|---|---|---|---|
| Baseline | 96.3 | 92.2 | 77.6 | 87.3 | 83.4 | 78.5 | baseline.yaml | 64x44 |
| 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 |
CASIA-B*
| 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 | - |
OUMVLP
| Model | Rank@1 |
mAP |
Configuration | Input Size | Inference Time | Model Size |
|---|---|---|---|---|---|---|
| Baseline | 86.7 | 91.8 | baseline.yaml | 64x44 | 1m13s | 44.11M |
| 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 | - | - |
GREW
| Model | Rank@1 |
Configuration | Input Size | Inference Time | Model Size |
|---|---|---|---|---|---|
| Baseline | 48.5 | baseline.yaml | 64x44 | 2m23s | 84.12M |
| GaitSet(AAAI2019) | 48.4 | gaitset.yaml | 64x44 | - | - |
| GaitPart(CVPR2020) | 47.6 | gaitpart.yaml | 64x44 | - | - |
| GaitGL(ICCV2021) | 41.5 | gaitgl.yaml | 64x44 | - | - |
| GaitGL(BNNeck)(ICCV2021) | 51.7 | gaitgl.yaml | 64x44 | - | - |
| GaitBase(CVPR2023) | 60.1 | gaitbase_da_grew.yaml | 64x44 | - | - |
| DeepGaitV2-3D | 79.4 | - | 64x44 | - | - |
| SwinGait(Transformer-based) | 79.3 | - | 64x44 | - | - |
Gait3D
| Model | Rank@1 |
Configuration | Input Size | Input modality |
|---|---|---|---|---|
| Baseline | 46.9 | baseling_Gait3D.yaml | 64x44 | Silhouette |
| 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 | - | 64x44 | - |
| SwinGait(Transformer-based) | 75.0 | - | 64x44 | - |
CASIA-E
| 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:
- All results exclude identical-view cases in CASIA-B(*) and OUMVLP.
- The shown result of GLN is implemented without compact block.
- The mAP is calculated by the new evaluation protocol proposed in A Comprehensive Study on the Evaluation of Silhouette-based Gait Recognition.