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update results without crowdpose

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Yufei 3 years ago
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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-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) | | 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. 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 | | 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-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+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-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+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-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-G | COCO+AIC+MPII+CrowdPose | 576x432 | 81.0 | 85.6 | | | | 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. Using groundtruth bounding boxes. Note the configs here are only for evaluation.
| Model | Dataset | Resolution | AP | AR | config | weight | | 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-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+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-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+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-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-G | COCO+AIC+MPII+CrowdPose | 576x432 | 93.3 | 94.3 | | | | 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) |
## Results from this repo on CrowdPose test set (multi-task training) | 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 | | |
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 | | |
## 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. Using groundtruth bounding boxes. Note the configs here are only for evaluation. The metric is PCKh.
| Model | Dataset | Resolution | Mean | config | weight | | 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-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+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-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+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-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-G | COCO+AIC+MPII+CrowdPose | 576x432 | 94.3 | | | | 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. Using groundtruth bounding boxes. Note the configs here are only for evaluation.
| Model | Dataset | Resolution | AP | AR | config | weight | | 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-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+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-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+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-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-G | COCO+AIC+MPII+CrowdPose | 576x432 | 43.2 | 47.1 | | | | 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 ## Updates

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