Merge branch 'master' of https://github.com/ShiqiYu/OpenGait
This commit is contained in:
Noah
@@ -21,18 +21,14 @@ OpenGait is a flexible and extensible gait recognition project provided by the [
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## Model Zoo
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### [GREW](https://www.grew-benchmark.org)
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| Model | Rank@1 | Configuration | Input Size | Inference Time | Model Size |
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| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :------------------------------------------: | :--------: | :-------------: | :--------: |
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| Baseline | 48.5 | [baseline.yaml](config/baseline/baseline_GREW.yaml) | 64x44 | 2m23s | 84.12M |
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| Baseline-ResNet9 | 56.0 | - | 64x44 | - | - |
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| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 48.4 | - | - | - | - |
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| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 47.6 | - | - | - | - |
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| [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 | - | - | - | - |
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| [RealGait(Arxiv now)](https://arxiv.org/pdf/2201.04806.pdf)| (54.1) | - | - | - | - |
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The result of GaitGL comes from [RealGait](https://arxiv.org/pdf/2201.04806.pdf) now,
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and our reproducing results are comming soon.
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### [CASIA-B](http://www.cbsr.ia.ac.cn/english/Gait%20Databases.asp)
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| Model | NM | BG | CL | Configuration | Input Size | Inference Time | Model Size |
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| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :--------: | :--------: | :-------------------------------------------------------------------------------------------: | :--------: | :------------: | :------------: |
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| Baseline | 96.3 | 92.2 | 77.6 | [baseline.yaml](config/baseline/baseline.yaml) | 64x44 | 12s | 3.78M |
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| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 95.8(95.0) | 90.0(87.2) | 75.4(70.4) | [gaitset.yaml](config/gaitset/gaitset.yaml) | 64x44 | 13s | 2.59M |
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| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 96.1(96.2) | 90.7(91.5) | 78.7(78.7) | [gaitpart.yaml](config/gaitpart/gaitpart.yaml) | 64x44 | 56s | 1.20M |
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| [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 |
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| [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/gaitgl.yaml) | 64x44 | 38s | 3.10M |
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### [OUMVLP](http://www.am.sanken.osaka-u.ac.jp/BiometricDB/GaitMVLP.html)
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| Model | Rank@1 | Configuration | Input Size | Inference Time | Model Size |
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@@ -42,14 +38,19 @@ and our reproducing results are comming soon.
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| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 88.6(88.7) | [gaitpart.yaml](config/gaitpart/gaitpart_OUMVLP.yaml) | 64x44 | 8m04s | 3.78M |
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| [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/gaitgl_OUMVLP.yaml) | 64x44 | 5m23s | 95.62M |
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### [CASIA-B](http://www.cbsr.ia.ac.cn/english/Gait%20Databases.asp)
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| Model | NM | BG | CL | Configuration | Input Size | Inference Time | Model Size |
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| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :--------: | :--------: | :------------------------------------------------------------------------------------------- | :--------: | :------------: | :------------: |
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| Baseline | 96.3 | 92.2 | 77.6 | [baseline.yaml](config/baseline/baseline.yaml) | 64x44 | 12s | 3.78M |
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| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 95.8(95.0) | 90.0(87.2) | 75.4(70.4) | [gaitset.yaml](config/gaitset/gaitset.yaml) | 64x44 | 13s | 2.59M |
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| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 96.1(96.2) | 90.7(91.5) | 78.7(78.7) | [gaitpart.yaml](config/gaitpart/gaitpart.yaml) | 64x44 | 56s | 1.20M |
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| [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 |
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| [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/gaitgl.yaml) | 64x44 | 38s | 3.10M |
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### [GREW](https://www.grew-benchmark.org)
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| Model | Rank@1 | Configuration | Input Size | Inference Time | Model Size |
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| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :------------------------------------------: | :--------: | :-------------: | :--------: |
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| Baseline | 48.5 | [baseline.yaml](config/baseline/baseline_GREW.yaml) | 64x44 | 2m23s | 84.12M |
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| [GaitSet(AAAI2019)](https://arxiv.org/pdf/1811.06186.pdf) | 48.4 | [gaitset.yaml](config/gaitset/gaitset_GREW.yaml) | 64x44 | - | - |
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| [GaitPart(CVPR2020)](http://home.ustc.edu.cn/~saihui/papers/cvpr2020_gaitpart.pdf) | 47.6 | [gaitpart.yaml](config/gaitpart/gaitpart_GREW.yaml) | 64x44 | - | - |
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| [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) | 51.7 | [gaitgl.yaml](config/gaitgl/gaitgl_GREW_BNNeck.yaml) | 64x44 | - | - |
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| [RealGait(Arxiv now)](https://arxiv.org/pdf/2201.04806.pdf)| (54.1) | - | - | - | - |
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The result of GaitGL comes from [RealGait](https://arxiv.org/pdf/2201.04806.pdf) now, and our reproducing results are comming soon.
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------------------------------------------
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The results in the parentheses are mentioned in the papers.
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@@ -127,10 +128,7 @@ You can run commands in [test.sh](test.sh) for testing different models.
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3. There are some advanced usages, refer to [advanced usages](docs/3.advanced_usages.md), please.
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## Warning
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- Some models may not be compatible with `AMP`, you can disable it by setting `enable_float16` **False**.
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- In `DDP` mode, zombie processes may be generated when the program terminates abnormally. You can use this command [sh misc/clean_process.sh](./misc/clean_process.sh) to clear them.
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- We implemented the functionality about testing while training, but it slightly affected the results. None of our published models use this functionality. You can disable it by setting `with_test` **False**.
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- Recommended Pytorch version: 1.6-1.8
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## Authors:
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**Open Gait Team (OGT)**
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