--- a +++ b/docs/1.1.skeleton_model_zoo.md @@ -0,0 +1,46 @@ +# Skeleton Model Zoo + + +### [OUMVLP-Pose](https://ieeexplore.ieee.org/abstract/document/9139355/) + +| Model | Pose Estimator | Rank-1 (alphapose format) | Rank-1 (COCO2017 format) |Configuration| Download checkpoint | +|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:--------------:|:-------------------------:|:------------------------:|:--------:|:--------:| +| [GaitGraph1](https://ieeexplore.ieee.org/document/9506717) | AlphaPose | 2.81 | 4.25 |[gaitgraph1.yaml](../configs/gaitgraph1/gaitgraph1_phase1_OUMVLP.yaml),[gaitgraph1_17.yaml](../configs/gaitgraph1/gaitgraph1_phase1_OUMVLP17.yaml) |[alphapose format](https://huggingface.co/opengait/OpenGait/tree/main/OUMVLP/GaitGraph1/GaitGraph1_phase1), [coco2017 format](https://huggingface.co/opengait/OpenGait/tree/main/OUMVLP/GaitGraph1/GaitGraph1_phase1_17)| +| [GaitGraph2](https://openaccess.thecvf.com/content/CVPR2022W/Biometrics/papers/Teepe_Towards_a_Deeper_Understanding_of_Skeleton-Based_Gait_Recognition_CVPRW_2022_paper) | AlphaPose | 62.10 | 70.75 |[gaitgraph2.yaml](../configs/gaitgraph2/gaitgraph2_OUMVLP.yaml),[gaitgraph2_17.yaml](../configs/gaitgraph2/gaitgraph2_OUMVLP17.yaml) |[alphapose format](https://huggingface.co/opengait/OpenGait/tree/main/OUMVLP/GaitGraph2/GaitGraph2_phase2), [coco2017 format](https://huggingface.co/opengait/OpenGait/tree/main/OUMVLP/GaitGraph2/GaitGraph2_phase2_17)| +| [GaitTR](https://arxiv.org/abs/2204.03873) | AlphaPose | 40.31 | 39.78 |[gaittr.yaml](../configs/gaittr/gaittr_OUMVLP.yaml),[gaittr_17.yaml](../configs/gaittr/gaittr_OUMVLP17.yaml) |[alphapose format](https://huggingface.co/opengait/OpenGait/tree/main/OUMVLP/GaitTR/GaitTR), [coco2017 format](https://huggingface.co/opengait/OpenGait/tree/main/OUMVLP/GaitTR/GaitTR)| +| [SkeletonGait(AAAI2024)](https://ojs.aaai.org/index.php/AAAI/article/view/27933/27887) | AlphaPose | - | 67.4 |[skeletongait_OUMVLP.yaml](../configs/skeletongait/skeletongait_OUMVLP.yaml) |[model](https://huggingface.co/opengait/OpenGait/blob/main/OUMVLP/DeepGaitV2/SkeletonGait/checkpoints/SkeletonGait-120000.pt)| + + + + + + +### [GREW-Pose](http://openaccess.thecvf.com/content/ICCV2021/html/Zhu_Gait_Recognition_in_the_Wild_A_Benchmark_ICCV_2021_paper.html) + +| Model | Pose Estimator | Rank-1 |Configuration| Download checkpoint | +| :----------------------------------------------------------: | :------------: |:------:|:------:|:------:| +| [GaitGraph1](https://ieeexplore.ieee.org/document/9506717) | HRNet | 9.82 |[gaitgraph1.yaml](../configs/gaitgraph1/gaitgraph1_phase1_GREW.yaml)|[model](https://huggingface.co/opengait/OpenGait/tree/main/GREW/GaitGraph1/GaitGraph1_phase1)| +| [GaitGraph2](https://openaccess.thecvf.com/content/CVPR2022W/Biometrics/papers/Teepe_Towards_a_Deeper_Understanding_of_Skeleton-Based_Gait_Recognition_CVPRW_2022_paper) | HRNet | 34.61 | [gaitgraph2.yaml](../configs/gaitgraph2/gaitgraph2_GREW.yaml)|[model](https://huggingface.co/opengait/OpenGait/tree/main/GREW/GaitGraph2/GaitGraph2)| +| [GaitTR](https://arxiv.org/abs/2204.03873) | HRNet | 48.60 | [gaittr.yaml](../configs/gaittr/gaittr_GREW.yaml)|[model](https://huggingface.co/opengait/OpenGait/tree/main/GREW/GaitTR/GaitTR)| +| [SkeletonGait(AAAI2024)](https://ojs.aaai.org/index.php/AAAI/article/view/27933/27887) | HRNet | 77.4 | [skeletongait++_GREW.yaml](../configs/skeletongait/skeletongait++_GREW.yaml) |[model](https://huggingface.co/opengait/OpenGait/blob/main/GREW/DeepGaitV2/SkeletonGait/checkpoints/SkeletonGait-180000.pt)| + + + + +### [Gait3D-Pose](https://openaccess.thecvf.com/content/CVPR2022/html/Zheng_Gait_Recognition_in_the_Wild_With_Dense_3D_Representations_and_CVPR_2022_paper.html) + + +| Model | Pose Estimator | Rank-1 |Configuration|Download checkpoint| +| :----------------------------------------------------------: | :------------: |:------:|:------:|:------:| +| [GaitGraph1](https://ieeexplore.ieee.org/document/9506717) | HRNet | 9.00 |[gaitgraph1.yaml](../configs/gaitgraph1/gaitgraph1_phase1_Gait3D.yaml)|[model](https://huggingface.co/opengait/OpenGait/tree/main/Gait3D/GaitGraph1/GaitGraph1_phase1)| +| [GaitGraph2](https://openaccess.thecvf.com/content/CVPR2022W/Biometrics/papers/Teepe_Towards_a_Deeper_Understanding_of_Skeleton-Based_Gait_Recognition_CVPRW_2022_paper) | HRNet | 11.00 |[gaitgraph2.yaml](../configs/gaitgraph2/gaitgraph2_Gait3D.yaml)|[model](https://huggingface.co/opengait/OpenGait/tree/main/Gait3D/GaitGraph2/GaitGraph2)| +| [GaitTR](https://arxiv.org/abs/2204.03873) | HRNet | 7.20 |[gaittr.yaml](../configs/gaittr/gaittr_Gait3D.yaml)|[model](https://huggingface.co/opengait/OpenGait/tree/main/Gait3D/GaitTR/GaitTR)| +| [SkeletonGait(AAAI2024)](https://ojs.aaai.org/index.php/AAAI/article/view/27933/27887) | HRNet | 38.1 |[skeletongait_Gait3D.yaml](../configs/skeletongait/skeletongait_Gait3D.yaml)|[model](https://huggingface.co/opengait/OpenGait/blob/main/Gait3D/DeepGaitV2/SkeletonGait/checkpoints/SkeletonGait-60000.pt)| + + + +**Note:** + +* We greatly appreciate the contributions of the author mentioned above. +* We are very grateful for the contribution of the fastpositait team. +