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OpenGait/docs/1.model_zoo.md
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Chao Fan 3795705313 Update 1.model_zoo.md
2023-07-04 16:29:45 +08:00

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# Model Zoo
## [CASIA-B](http://www.cbsr.ia.ac.cn/english/Gait%20Databases.asp)
| Model | `Rank@1.NM` | `Rank@1.BG` | `Rank@1.CL` | `mAP.NM` | `mAP.BG` | `mAP.CL` | Configuration | Input Size |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :---------: | :---------: | :---------: | :------: | :------: | :------: | :--------------------------------------------------------------------------------------------------: | :--------: |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 95.8(95.0) | 90.0(87.2) | 75.4(70.4) | 85.9 | 81.4 | 77.0 | [gaitset.yaml](../configs/gaitset/gaitset.yaml) | 64x44 |
| [GaitPart(CVPR2020)](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_GaitPart_Temporal_Part-Based_Model_for_Gait_Recognition_CVPR_2020_paper.pdf) | 96.1(96.2) | 90.7(91.5) | 78.7(78.7) | 84.8 | 81.1 | 75.5 | [gaitpart.yaml](../configs/gaitpart/gaitpart.yaml) | 64x44 |
| [GLN*(ECCV2020)](http://home.ustc.edu.cn/~saihui/papers/eccv2020_gln.pdf) | 96.4(95.6) | 93.1(92.0) | 81.0(77.2) | 89.3 | 87.0 | 82.6 | [gln_phase1.yaml](../configs/gln/gln_phase1.yaml), [gln_phase2.yaml](../configs/gln/gln_phase2.yaml) | 128x88 |
| [GaitGL(ICCV2021)](https://openaccess.thecvf.com/content/ICCV2021/papers/Lin_Gait_Recognition_via_Effective_Global-Local_Feature_Representation_and_Local_Temporal_ICCV_2021_paper.pdf) | 97.4(97.4) | 94.5(94.5) | 83.8(83.6) | 86.2 | 84.4 | 79.8 | [gaitgl.yaml](../configs/gaitgl/gaitgl.yaml) | 64x44 |
| [GaitBase(CVPR2023)](https://arxiv.org/abs/2211.06597) | 97.6 | 94.0 | 77.4 | - | - | - | [gaitbase_da_casiab.yaml](../configs/gaitbase/gaitbase_da_casiab.yaml) | 64x44 |
## [CASIA-B*](http://www.cbsr.ia.ac.cn/english/Gait%20Databases.asp)
| Model | `Rank@1.NM` | `Rank@1.BG` | `Rank@1.CL` | Input modality | Configuration |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :---------: | :---------: | :---------: | :-------------: | :--------------------------------------------------------------: |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 92.3 | 86.1 | 73.36 | Silhouette | [gaitset.yaml](../configs/gaitset/gaitset.yaml) |
| [GaitPart(CVPR2020)](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_GaitPart_Temporal_Part-Based_Model_for_Gait_Recognition_CVPR_2020_paper.pdf) | 93.1 | 86.0 | 75.1 | Silhouette | [gaitpart.yaml](../configs/gaitpart/gaitpart.yaml) |
| [GaitGL(ICCV2021)](https://openaccess.thecvf.com/content/ICCV2021/papers/Lin_Gait_Recognition_via_Effective_Global-Local_Feature_Representation_and_Local_Temporal_ICCV_2021_paper.pdf) | 94.2 | 90.0 | 81.4 | Silhouette | [gaitgl.yaml](../configs/gaitgl/gaitgl.yaml) |
| [GaitEdge(ECCV2022)](https://arxiv.org/abs/2203.03972) | 97.9 | 96.1 | 86.4 | RGB, Silhouette | [phase2_gaitedge.yaml](../configs/gaitedge/phase2_gaitedge.yaml) |
| [GaitBase(CVPR2023)](https://arxiv.org/abs/2211.06597) | 96.5 | 91.5 | 78.0 | Silhouette | - |
## [OUMVLP](http://www.am.sanken.osaka-u.ac.jp/BiometricDB/GaitMVLP.html)
| Model | `Rank@1` | `mAP` | Configuration | Input Size | Inference Time | Model Size |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :---: | :-------------------------------------------------------: | :--------: | :------------: | :--------: |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 87.2(87.1) | 92.2 | [gaitset.yaml](../configs/gaitset/gaitset_OUMVLP.yaml) | 64x44 | 1m26s | 6.31M |
| [GaitPart(CVPR2020)](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_GaitPart_Temporal_Part-Based_Model_for_Gait_Recognition_CVPR_2020_paper.pdf) | 88.6(88.7) | 93.3 | [gaitpart.yaml](../configs/gaitpart/gaitpart_OUMVLP.yaml) | 64x44 | 8m04s | 3.78M |
| [GaitGL(ICCV2021)](https://openaccess.thecvf.com/content/ICCV2021/papers/Lin_Gait_Recognition_via_Effective_Global-Local_Feature_Representation_and_Local_Temporal_ICCV_2021_paper.pdf) | 89.9(89.7) | 93.3 | [gaitgl.yaml](../configs/gaitgl/gaitgl_OUMVLP.yaml) | 64x44 | 5m23s | 95.62M |
| [GaitBase(CVPR2023)](https://openaccess.thecvf.com/content/CVPR2023/papers/Fan_OpenGait_Revisiting_Gait_Recognition_Towards_Better_Practicality_CVPR_2023_paper.pdf) | 90.8 | - | [gaitbase_oumvlp.yaml](../configs/gaitbase/gaitbase_oumvlp.yaml) | 64x44 | - | - | - |
| [DeepGaitV2-3D](https://arxiv.org/pdf/2303.03301.pdf) | 92.0 | - | - | 64x44 | - | - |
## [GREW](https://www.grew-benchmark.org)
| Model | `Rank@1` | Configuration | Input Size | Inference Time | Model Size |
| :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :------: | :------------------------------------------------------: | :--------: | :------------: | :--------: |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 48.4 | [gaitset.yaml](../configs/gaitset/gaitset_GREW.yaml) | 64x44 | - | - |
| [GaitPart(CVPR2020)](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_GaitPart_Temporal_Part-Based_Model_for_Gait_Recognition_CVPR_2020_paper.pdf) | 47.6 | [gaitpart.yaml](../configs/gaitpart/gaitpart_GREW.yaml) | 64x44 | - | - |
| [GaitGL(ICCV2021)](https://openaccess.thecvf.com/content/ICCV2021/papers/Lin_Gait_Recognition_via_Effective_Global-Local_Feature_Representation_and_Local_Temporal_ICCV_2021_paper.pdf) | 41.5 | [gaitgl.yaml](../configs/gaitgl/gaitgl_GREW.yaml) | 64x44 | - | - |
| [GaitGL(BNNeck)(ICCV2021)](https://openaccess.thecvf.com/content/ICCV2021/papers/Lin_Gait_Recognition_via_Effective_Global-Local_Feature_Representation_and_Local_Temporal_ICCV_2021_paper.pdf) | 51.7 | [gaitgl.yaml](../configs/gaitgl/gaitgl_GREW_BNNeck.yaml) | 64x44 | - | - |
| [GaitBase(CVPR2023)](https://openaccess.thecvf.com/content/CVPR2023/papers/Fan_OpenGait_Revisiting_Gait_Recognition_Towards_Better_Practicality_CVPR_2023_paper.pdf) | 60.1 | [gaitbase_da_grew.yaml](../configs/gaitbase/gaitbase_da_grew.yaml) | 64x44 | - | - |
| [DeepGaitV2-3D](https://arxiv.org/pdf/2303.03301.pdf) | 79.4 | - | 64x44 | - | - |
| [SwinGait(Transformer-based)](https://arxiv.org/pdf/2303.03301.pdf) | 79.3 | - | 64x44 | - | - |
## [Gait3D](https://github.com/Gait3D/Gait3D-Benchmark)
| Model | `Rank@1` | Configuration | Input Size | Input modality |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :------: | :-----------: | :--------: | :--------:|
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 36.7 | - | 64x44 | Silhouette |
| [GaitPart(CVPR2020)](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_GaitPart_Temporal_Part-Based_Model_for_Gait_Recognition_CVPR_2020_paper.pdf) | 28.2 | - | 64x44 | Silhouette |
| [GaitGL(ICCV2021)](https://openaccess.thecvf.com/content/ICCV2021/papers/Lin_Gait_Recognition_via_Effective_Global-Local_Feature_Representation_and_Local_Temporal_ICCV_2021_paper.pdf) | 29.7 | - | 64x44 | Silhouette |
| [SMPLGait(CVPR 2022)](https://gait3d.github.io/) | 48.3(46.3) | [smplgait.yaml](../configs/smplgait/smplgait.yaml) | 64x44 | Silhouette + SMPL|
| [GaitBase(CVPR2023)](https://openaccess.thecvf.com/content/CVPR2023/papers/Fan_OpenGait_Revisiting_Gait_Recognition_Towards_Better_Practicality_CVPR_2023_paper.pdf) | 64.6 | [gaitbase_da_gait3d.yaml](../configs/gaitbase/gaitbase_da_gait3d.yaml) | 64x44 | Silhouette |
| [DeepGaitV2-P3D](https://arxiv.org/pdf/2303.03301.pdf) | 74.4 | - | 64x44 | - | - |
| [SwinGait(Transformer-based)](https://arxiv.org/pdf/2303.03301.pdf) | 75.0 | - | 64x44 | - | - |
## [CASIA-E](https://www.scidb.cn/en/detail?dataSetId=57be0e918db743279baf44a38d013a06)
| Model | `Rank@1.NM` | `Rank@1.BG` | `Rank@1.CL` | Input size| Configuration |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :---------: | :---------:| :----: | :-------------: | :--------------------------------------------------------------: |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 82.54 | 75.26 | 62.53 | 64x44 | [gaitset_casiae.yaml](../configs/gaitset/gaitset_casiae.yaml)
| [GaitPart(CVPR2020)](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_GaitPart_Temporal_Part-Based_Model_for_Gait_Recognition_CVPR_2020_paper.pdf) | 82.92 | 74.36 | 60.48 | 64x44 | [gaitpart_casiae.yaml](../configs/gaitpart/gaitpart_casiae.yaml)
| [GaitBase(CVPR2023)](https://openaccess.thecvf.com/content/CVPR2023/papers/Fan_OpenGait_Revisiting_Gait_Recognition_Towards_Better_Practicality_CVPR_2023_paper.pdf) | 91.59 | 86.65 | 74.73 | 64x44 | [gaitbase_casiae.yaml](../configs/gaitbase/gaitbase_casiae.yaml)
------------------------------------------
The results in the parentheses are mentioned in the papers.
**Note**:
- The checkpoint files can be found [here](https://github.com/ShiqiYu/OpenGait/releases).
- [GaitBase](https://openaccess.thecvf.com/content/CVPR2023/papers/Fan_OpenGait_Revisiting_Gait_Recognition_Towards_Better_Practicality_CVPR_2023_paper.pdf) and [DeepGaitV2](https://arxiv.org/pdf/2303.03301.pdf) series are the officially recommended CNN-based baseline models.
- [SwinGait](https://arxiv.org/pdf/2303.03301.pdf) 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](https://ieeexplore.ieee.org/document/9928336).
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