diff --git a/README.md b/README.md index 55e1c23..266e7ba 100644 --- a/README.md +++ b/README.md @@ -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.