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More results on GREW are supported.
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ChaoFan996
2022-04-01 15:13:04 +08:00
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@@ -8,6 +8,7 @@ OpenGait is a flexible and extensible gait recognition project provided by the [
## What's New
- [Mar 2022] More results on [GREW](https://www.grew-benchmark.org) are supported, and the model files are coming soon.
- [Mar 2022] Dataset [GREW](https://www.grew-benchmark.org) is supported in [misc/GREW](./misc/GREW).
- [Mar 2022] [HID](http://hid2022.iapr-tc4.org/) support is ready in [misc/HID](./misc/HID).
@@ -20,6 +21,28 @@ OpenGait is a flexible and extensible gait recognition project provided by the [
## Model Zoo
### [GREW](https://www.grew-benchmark.org)
| Model | Rank@1 | Configuration | Input Size | Inference Time | Model Size |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :------------------------------------------: | :--------: | :-------------: | :--------: |
| Baseline | 48.0 | [baseline.yaml](config/baseline_GREW.yaml) | 64x44 | 2m23s | 84.12M |
| Baseline-ResNet9 | 56.0 | - | 64x44 | - | - |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 46.3 | - | - | - | - |
| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 44.0 | - | - | - | - |
| [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) | 47.3 | - | - | - | - |
| [RealGait(Arxiv now)](https://arxiv.org/pdf/2201.04806.pdf)| (54.1) | - | - | - | - |
| [SMPLGait(CVPR2022)](https://gait3d.github.io)| (53.2) | - | - | - | - |
The results of GaitSet, GaitPart, GaitGL and RealGait are coming from [RealGait](https://arxiv.org/pdf/2201.04806.pdf) now,
and our reproducing results is comming soon.
### [OUMVLP](http://www.am.sanken.osaka-u.ac.jp/BiometricDB/GaitMVLP.html)
| Model | Rank@1 | Configuration | Input Size | Inference Time | Model Size |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :------------------------------------------: | :--------: | :-------------: | :--------: |
| Baseline | 86.7 | [baseline.yaml](config/baseline_OUMVLP.yaml) | 64x44 | 1m13s | 44.11M |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 87.2(87.1) | [gaitset.yaml](config/gaitset_OUMVLP.yaml) | 64x44 | 1m26s | 6.31M |
| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 88.6(88.7) | [gaitpart.yaml](config/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) | [gaitgl.yaml](config/gaitgl_OUMVLP.yaml) | 64x44 | 5m23s | 95.62M |
### [CASIA-B](http://www.cbsr.ia.ac.cn/english/Gait%20Databases.asp)
| Model | NM | BG | CL | Configuration | Input Size | Inference Time | Model Size |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :--------: | :--------: | :------------------------------------------------------------------------------------------- | :--------: | :------------: | :------------: |
@@ -29,20 +52,7 @@ OpenGait is a flexible and extensible gait recognition project provided by the [
| [GLN*(ECCV2020)](http://home.ustc.edu.cn/~saihui/papers/eccv2020_gln.pdf) | 96.4(95.6) | 93.1(92.0) | 81.0(77.2) | [gln_phase1.yaml](config/gln/gln_phase1.yaml), [gln_phase2.yaml](config/gln/gln_phase2.yaml) | 128x88 | 47s/46s | 8.54M / 14.70M |
| [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) | [gaitgl.yaml](config/gaitgl.yaml) | 64x44 | 38s | 3.10M |
### [OUMVLP](http://www.am.sanken.osaka-u.ac.jp/BiometricDB/GaitMVLP.html)
| Model | Rank@1 | Configuration | Input Size | Inference Time | Model Size |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :------------------------------------------: | :--------: | :------------- | :--------: |
| Baseline | 86.7 | [baseline.yaml](config/baseline_OUMVLP.yaml) | 64x44 | 1m13s | 44.11M |
| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 87.2(87.1) | [gaitset.yaml](config/gaitset_OUMVLP.yaml) | 64x44 | 1m26s | 6.31M |
| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 88.6(88.7) | [gaitpart.yaml](config/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) | [gaitgl.yaml](config/gaitgl_OUMVLP.yaml) | 64x44 | 5m23s | 95.62M |
### [GREW](https://www.grew-benchmark.org)
| Model | Rank@1 | Configuration | Input Size | Inference Time | Model Size |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :------------------------------------------: | :--------: | :------------- | :--------: |
| Baseline | 43.3 | [baseline.yaml](config/baseline_GREW.yaml) | 64x44 | 2m23s | 84.12M |
The results in the parentheses are mentioned in the papers, other results on GREW is comming soon.
The results in the parentheses are mentioned in the papers.
**Note**:
- All results are Rank@1, excluding identical-view cases.