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update results without crowdpose

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Yufei 3 years ago
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      README.md

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@ -48,60 +48,76 @@ Using detection results from a detector that obtains 56 mAP on person. The confi
| ViTPose-L | MAE | 256x192 | 78.2 | 83.4 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_large_simple_coco_256x192.py) | [log](logs/vitpose-l-simple.log.json) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSVS6DP2LmKwZ3sm?e=MmCvDT) |
| ViTPose-H | MAE | 256x192 | 78.9 | 84.0 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_huge_simple_coco_256x192.py) | [log](logs/vitpose-h-simple.log.json) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSbHyN2mjh2n2LyG?e=y0FgMK) |
## Results from this repo on MS COCO val set (multi-task training)
## Results with multi-task training
**Note** \* There may exist duplicate images in the crowdpose training set and the validation images in other datasets, as discussed in [issue #24](https://github.com/ViTAE-Transformer/ViTPose/issues/24). Please be careful when using these models for evaluation. We provide the results without the crowpose dataset for reference.
### Results on MS COCO val set
Using detection results from a detector that obtains 56 mAP on person. Note the configs here are only for evaluation.
| Model | Dataset | Resolution | AP | AR | config | weight |
| :----: | :----: | :----: | :----: | :----: | :----: | :----: |
| ViTPose-B | COCO+AIC+MPII+CrowdPose | 256x192 | 77.5 | 82.6 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_base_coco_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSrlMB093JzJtqq-?e=Jr5S3R) |
| ViTPose-L | COCO+AIC+MPII+CrowdPose | 256x192 | 79.1 | 84.1 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_large_coco_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTBm3dCVmBUbHYT6?e=fHUrTq) |
| ViTPose-H | COCO+AIC+MPII+CrowdPose | 256x192 | 79.8 | 84.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_huge_coco_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS5rLeRAJiWobCdh?e=41GsDd) |
| ViTPose-G | COCO+AIC+MPII+CrowdPose | 576x432 | 81.0 | 85.6 | | |
| ViTPose-B | COCO+AIC+MPII | 256x192 | 77.1 | 82.2 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_base_coco_256x192.py) | Coming Soon |
| ViTPose-L | COCO+AIC+MPII | 256x192 | 78.7 | 83.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_large_coco_256x192.py) | Coming Soon |
| ViTPose-H | COCO+AIC+MPII | 256x192 | 79.5 | 84.5 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_huge_coco_256x192.py) | Coming Soon |
| ViTPose-B* | COCO+AIC+MPII+CrowdPose | 256x192 | 77.5 | 82.6 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_base_coco_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSrlMB093JzJtqq-?e=Jr5S3R) |
| ViTPose-L* | COCO+AIC+MPII+CrowdPose | 256x192 | 79.1 | 84.1 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_large_coco_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTBm3dCVmBUbHYT6?e=fHUrTq) |
| ViTPose-H* | COCO+AIC+MPII+CrowdPose | 256x192 | 79.8 | 84.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/coco/ViTPose_huge_coco_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS5rLeRAJiWobCdh?e=41GsDd) |
| ViTPose-G* | COCO+AIC+MPII+CrowdPose | 576x432 | 81.0 | 85.6 | | |
## Results from this repo on OCHuman test set (multi-task training)
### Results on OCHuman test set
Using groundtruth bounding boxes. Note the configs here are only for evaluation.
| Model | Dataset | Resolution | AP | AR | config | weight |
| :----: | :----: | :----: | :----: | :----: | :----: | :----: |
| ViTPose-B | COCO+AIC+MPII+CrowdPose | 256x192 | 88.2 | 90.0 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_base_ochuman_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSrlMB093JzJtqq-?e=Jr5S3R) |
| ViTPose-L | COCO+AIC+MPII+CrowdPose | 256x192 | 91.5 | 92.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_large_ochuman_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTBm3dCVmBUbHYT6?e=fHUrTq) |
| ViTPose-H | COCO+AIC+MPII+CrowdPose | 256x192 | 91.6 | 92.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_huge_ochuman_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS5rLeRAJiWobCdh?e=41GsDd) |
| ViTPose-G | COCO+AIC+MPII+CrowdPose | 576x432 | 93.3 | 94.3 | | |
## Results from this repo on CrowdPose test set (multi-task training)
Using YOLOv3 human detector. Note the configs here are only for evaluation.
| Model | Dataset | Resolution | AP | AP(H) | config | weight |
| :----: | :----: | :----: | :----: | :----: | :----: | :----: |
| ViTPose-B | COCO+AIC+MPII+CrowdPose | 256x192 | 74.7 | 63.3 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/crowdpose/ViTPose_base_crowdpose_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgStrrCb91cPlaxJx?e=6Xobo6) |
| ViTPose-L | COCO+AIC+MPII+CrowdPose | 256x192 | 76.6 | 65.9 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/crowdpose/ViTPose_large_crowdpose_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTK3dug-r7c6GFyu?e=1ZBpEG) |
| ViTPose-H | COCO+AIC+MPII+CrowdPose | 256x192 | 76.3 | 65.6 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/crowdpose/ViTPose_huge_crowdpose_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS-oAvEV4MTD--Xr?e=EeW2Fu) |
| ViTPose-G | COCO+AIC+MPII+CrowdPose | 576x432 | 78.3 | 67.9 | | |
| ViTPose-B | COCO+AIC+MPII | 256x192 | 88.0 | 89.6 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_base_ochuman_256x192.py) | Coming Soon |
| ViTPose-L | COCO+AIC+MPII | 256x192 | 90.9 | 92.2 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_large_ochuman_256x192.py) | Coming Soon |
| ViTPose-H | COCO+AIC+MPII | 256x192 | 90.9 | 92.3 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_huge_ochuman_256x192.py) | Coming Soon |
| ViTPose-B* | COCO+AIC+MPII+CrowdPose | 256x192 | 88.2 | 90.0 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_base_ochuman_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSrlMB093JzJtqq-?e=Jr5S3R) |
| ViTPose-L* | COCO+AIC+MPII+CrowdPose | 256x192 | 91.5 | 92.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_large_ochuman_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTBm3dCVmBUbHYT6?e=fHUrTq) |
| ViTPose-H* | COCO+AIC+MPII+CrowdPose | 256x192 | 91.6 | 92.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/ochuman/ViTPose_huge_ochuman_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS5rLeRAJiWobCdh?e=41GsDd) |
| ViTPose-G* | COCO+AIC+MPII+CrowdPose | 576x432 | 93.3 | 94.3 | | |
## Results from this repo on MPII val set (multi-task training)
### Results on MPII val set
Using groundtruth bounding boxes. Note the configs here are only for evaluation. The metric is PCKh.
| Model | Dataset | Resolution | Mean | config | weight |
| :----: | :----: | :----: | :----: | :----: | :----: |
| ViTPose-B | COCO+AIC+MPII+CrowdPose | 256x192 | 93.4 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_base_mpii_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSy_OSEm906wd2LB?e=GOSg14) |
| ViTPose-L | COCO+AIC+MPII+CrowdPose | 256x192 | 93.9 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_large_mpii_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTM32I6Kpjr-esl6?e=qvh0Yl) |
| ViTPose-H | COCO+AIC+MPII+CrowdPose | 256x192 | 94.1 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_huge_mpii_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTT90XEQBKy-scIH?e=D2WhTS) |
| ViTPose-G | COCO+AIC+MPII+CrowdPose | 576x432 | 94.3 | | |
| ViTPose-B | COCO+AIC+MPII | 256x192 | 93.3 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_base_mpii_256x192.py) |Coming Soon |
| ViTPose-L | COCO+AIC+MPII | 256x192 | 94.0 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_large_mpii_256x192.py) | Coming Soon |
| ViTPose-H | COCO+AIC+MPII | 256x192 | 94.1 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_huge_mpii_256x192.py) | Coming Soon |
| ViTPose-B* | COCO+AIC+MPII+CrowdPose | 256x192 | 93.4 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_base_mpii_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSy_OSEm906wd2LB?e=GOSg14) |
| ViTPose-L* | COCO+AIC+MPII+CrowdPose | 256x192 | 93.9 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_large_mpii_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTM32I6Kpjr-esl6?e=qvh0Yl) |
| ViTPose-H* | COCO+AIC+MPII+CrowdPose | 256x192 | 94.1 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/mpii/ViTPose_huge_mpii_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTT90XEQBKy-scIH?e=D2WhTS) |
| ViTPose-G* | COCO+AIC+MPII+CrowdPose | 576x432 | 94.3 | | |
## Results from this repo on AI Challenger test set (multi-task training)
### Results on AI Challenger test set
Using groundtruth bounding boxes. Note the configs here are only for evaluation.
| Model | Dataset | Resolution | AP | AR | config | weight |
| :----: | :----: | :----: | :----: | :----: | :----: | :----: |
| ViTPose-B | COCO+AIC+MPII+CrowdPose | 256x192 | 31.9 | 36.3 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_base_aic_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSlvdVaXTC92SHYH?e=j7iqcp) |
| ViTPose-L | COCO+AIC+MPII+CrowdPose | 256x192 | 34.6 | 39.0 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_large_aic_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTF06FX3FSAm0MOH?e=rYts9F) |
| ViTPose-H | COCO+AIC+MPII+CrowdPose | 256x192 | 35.3 | 39.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_huge_aic_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS1MRmb2mcow_K04?e=q9jPab) |
| ViTPose-G | COCO+AIC+MPII+CrowdPose | 576x432 | 43.2 | 47.1 | | |
| ViTPose-B | COCO+AIC+MPII | 256x192 | 32.0 | 36.3 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_base_aic_256x192.py) | Coming Soon |
| ViTPose-L | COCO+AIC+MPII | 256x192 | 34.5 | 39.0 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_large_aic_256x192.py) | Coming Soon |
| ViTPose-H | COCO+AIC+MPII | 256x192 | 35.4 | 39.9 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_huge_aic_256x192.py) | Coming Soon |
| ViTPose-B* | COCO+AIC+MPII+CrowdPose | 256x192 | 31.9 | 36.3 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_base_aic_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgSlvdVaXTC92SHYH?e=j7iqcp) |
| ViTPose-L* | COCO+AIC+MPII+CrowdPose | 256x192 | 34.6 | 39.0 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_large_aic_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTF06FX3FSAm0MOH?e=rYts9F) |
| ViTPose-H* | COCO+AIC+MPII+CrowdPose | 256x192 | 35.3 | 39.8 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/aic/ViTPose_huge_aic_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS1MRmb2mcow_K04?e=q9jPab) |
| ViTPose-G* | COCO+AIC+MPII+CrowdPose | 576x432 | 43.2 | 47.1 | | |
### Results on CrowdPose test set
Using YOLOv3 human detector. Note the configs here are only for evaluation.
| Model | Dataset | Resolution | AP | AP(H) | config | weight |
| :----: | :----: | :----: | :----: | :----: | :----: | :----: |
| ViTPose-B | COCO+AIC+MPII+CrowdPose | 256x192 | 74.7 | 63.3 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/crowdpose/ViTPose_base_crowdpose_256x192.py) |[Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgStrrCb91cPlaxJx?e=6Xobo6) |
| ViTPose-L | COCO+AIC+MPII+CrowdPose | 256x192 | 76.6 | 65.9 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/crowdpose/ViTPose_large_crowdpose_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgTK3dug-r7c6GFyu?e=1ZBpEG) |
| ViTPose-H | COCO+AIC+MPII+CrowdPose | 256x192 | 76.3 | 65.6 | [config](configs/body/2d_kpt_sview_rgb_img/topdown_heatmap/crowdpose/ViTPose_huge_crowdpose_256x192.py) | [Onedrive](https://1drv.ms/u/s!AimBgYV7JjTlgS-oAvEV4MTD--Xr?e=EeW2Fu) |
| ViTPose-G | COCO+AIC+MPII+CrowdPose | 576x432 | 78.3 | 67.9 | | |
## Updates

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