Augmentations

Introduction

We provide the config files for training on 31 different datasets:

1. AGORA (CVPR'2021)
2. AI Challenger (ICME'2019)
3. COCO (ECCV'2014)
4. COCO-WholeBody (ECCV'2020)
5. EFT-COCO-Part (3DV'2021)
6. EFT-COCO (3DV'2021)
7. EFT-LSPET (3DV'2021)
8. EFT-OCHuman (3DV'2021)
9. EFT-PoseTrack (3DV'2021)
10. EFT-MPII (3DV'2021)
11. Human3.6M (TPAMI'2014)
12. InstaVariety (CVPR'2019)
13. LIP (CVPR'2017)
14. LSP (BMVC'2010)
15. LSP-Extended (CVPR'2011)
16. MPI-INF-3DHP (3DC'2017)
17. MPII (CVPR'2014)
18. MTP (CVPR'2021)
19. MuCo-3DHP (3DV'2018)
20. MuPoTs-3D (3DV'2018)
21. OCHuman (CVPR'2019)
22. 3DOH50K (CVPR'2020)
23. Penn Action (ICCV'2012)
24. 3D-People (ICCV'2019)
25. PoseTrack18 (CVPR'2018)
26. PROX (ICCV'2019)
27. 3DPW (ECCV'2018)
28. SURREAL (CVPR'2017)
29. UP-3D (CVPR'2017)
30. VLOG (CVPR'2019)
31. CrowdPose (CVPR'2019)

Results and Models

We evaluate trained models on 3DPW. Values are PA-MPJPE.

Datasets	Config	3DPW
AGORA	resnet50_hmr_agora.py	77.94
AI Challenger	resnet50_hmr_aic.py	111.66
COCO	resnet50_hmr_coco.py	93.18
COCO-Wholebody	resnet50_hmr_coco_wholebody.py	85.27
Crowdpose	resnet50_hmr_crowdpose.py	99.97
EFT-COCO-Part	resnet50_hmr_eft_coco_part.py	67.81
EFT-COCO	resnet50_hmr_eft_coco.py	60.82
EFT-LSPET	resnet50_hmr_eft_lspet.py	100.53
EFT-OCHuman	resnet50_hmr_eft_ochuman.py	94.01
EFT-PoseTrack	resnet50_hmr_eft_posetrack.py	75.17
EFT-MPII	resnet50_hmr_eft_mpii.py	77.67
H36M	resnet50_hmr_h36m.py	124.55
InstaVariety	resnet50_hmr_instavariety.py	88.93
LIP	resnet50_hmr_lip.py	96.47
LSP	resnet50_hmr_lsp.py	111.45
LSP-Extended	resnet50_hmr_lspet.py	112.26
MPI-INF-3DHP	resnet50_hmr_mpi_inf_3dhp.py	107.15
MPII	resnet50_hmr_mpii.py	98.18
MTP	resnet50_hmr_mtp.py	87.03
MuCo-3DHP	resnet50_hmr_muco.py	78.05
MuPoTs-3D	resnet50_hmr_mupots3d.py	95.83
OCHuman	resnet50_hmr_ochuman.py	130.55
3DOH50K	resnet50_hmr_oh50k3d.py	114.48
Penn-Action	resnet50_hmr_penn_action.py	114.53
3D-People	resnet50_hmr_people3d.py	118.31
PoseTrack	resnet50_hmr_posetrack.py	105.30
PROX	resnet50_hmr_prox.py	84.69
3DPW	resnet50_hmr_pw3d.py	89.36
SURREAL	resnet50_hmr_surreal.py	110.00
UP-3D	resnet50_hmr_up3d.py	86.92
VLOG	resnet50_hmr_vlog.py	100.38