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update readme
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jdyjjj committed Apr 28, 2024
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4 changes: 3 additions & 1 deletion README.md
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Expand Up @@ -12,14 +12,16 @@ OpenGait is a flexible and extensible gait recognition project provided by the [
The corresponding [paper](https://openaccess.thecvf.com/content/CVPR2023/papers/Fan_OpenGait_Revisiting_Gait_Recognition_Towards_Better_Practicality_CVPR_2023_paper.pdf) has been accepted by CVPR2023 as a highlight paper.

## What's New
- **[Apr 2024]**
Our team's latest checkpoints for projects such as DeepGaitv2, SkeletonGait, SkeletonGait++, and SwinGait will be released on [Hugging Face](https://huggingface.co/opengait/OpenGait). Additionally, previously released checkpoints will also be gradually made available on it.
- **[Mar 2024]** [Chao](https://chaofan996.github.io) gives a talk about 'Progress in Gait Recognition'. The [video](https://event.baai.ac.cn/activities/768) and [slides](https://github.com/ChaoFan996/ChaoFan996.github.io/blob/main/240315-Progress%20in%20Gait%20Recognition.pdf) are both available😊
- **[Mar 2024]** The code of [SkeletonGait++](https://arxiv.org/pdf/2311.13444.pdf) is released [here](opengait/modeling/models/skeletongait%2B%2B.py), and you can refer to [readme](configs/skeletongait) for details.
- **[Mar 2024]** [BigGait](https://arxiv.org/pdf/2402.19122.pdf) has been accepted to CVPR2024🎉 Congratulations to [Dingqiang](https://faculty.sustech.edu.cn/?p=161709&tagid=yusq&cat=2&iscss=1&snapid=1&go=1&orderby=date)! This is his FIRST paper!
- **[Jan 2024]** The code of transfomer-based [SwinGait](https://arxiv.org/pdf/2303.03301.pdf) is available at [here](opengait/modeling/models/swingait.py).
- **[Dec 2023]** A new state-of-the-art baseline, i.e., [DeepGaitV2](https://arxiv.org/pdf/2303.03301.pdf), is available at [here](opengait/modeling/models/deepgaitv2.py)!
- [Nov 2023] The first million-level unlabeled gait dataset, i.e., [GaitLU-1M](https://ieeexplore.ieee.org/document/10242019), is released and supported in [datasets/GaitLU-1M](datasets/GaitLU-1M/README.md).
- [Oct 2023] Several representative pose-based methods are supported in [opengait/modeling/models](./opengait/modeling/models). This feature is mainly inherited from [FastPoseGait](https://github.com/BNU-IVC/FastPoseGait). Many thanks to the contributors😊.
- [July 2023] [CCPG](https://github.com/BNU-IVC/CCPG) is supported in [datasets/CCPG](./datasets/CCPG).
<!-- - [July 2023] [CCPG](https://github.com/BNU-IVC/CCPG) is supported in [datasets/CCPG](./datasets/CCPG). -->
<!-- - - - [July 2023] [SUSTech1K](https://lidargait.github.io) is released and supported in [datasets/SUSTech1K](./datasets/SUSTech1K).
[May 2023] A real gait recognition system [All-in-One-Gait](https://github.com/jdyjjj/All-in-One-Gait) provided by [Dongyang Jin](https://github.com/jdyjjj) is available.
[Apr 2023] [CASIA-E](datasets/CASIA-E/README.md) is supported by OpenGait.
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5 changes: 3 additions & 2 deletions configs/swingait/swingait3D_B1122C2_SUSTech1K.yaml
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Expand Up @@ -82,8 +82,9 @@ trainer_cfg:
batch_size:
- 8 # TripletSampler, batch_size[0] indicates Number of Identity
- 8 # batch_size[1] indicates Samples sequqnce for each Identity
frames_num_fixed: 10 # fixed frames number for training
sample_type: fixed_unordered # fixed control input frames number, unordered for controlling order of input tensor; Other options: unfixed_ordered or all_ordered
frames_num_fixed: 30 # fixed frames number for training
frames_skip_num: 4
sample_type: fixed_ordered # # fixed control input frames number, unordered for controlling order of input tensor; Other options: unfixed_ordered or all_ordered
type: TripletSampler
transform:
- type: Compose
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17 changes: 9 additions & 8 deletions docs/1.1.skeleton_model_zoo.md
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Expand Up @@ -8,6 +8,7 @@
| [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)|



Expand All @@ -18,9 +19,10 @@

| 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)|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)|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)|https://huggingface.co/opengait/OpenGait/tree/main/GREW/GaitTR/GaitTR|
| [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)|



Expand All @@ -30,10 +32,10 @@

| 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)|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)|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)|https://huggingface.co/opengait/OpenGait/tree/main/Gait3D/GaitTR/GaitTR|

| [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)|



Expand All @@ -42,4 +44,3 @@
* We greatly appreciate the contributions of the author mentioned above.
* We are very grateful for the contribution of the fastpositait team.


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