DynaBOA
Code repositoty for the paper:
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation
Shanyan Guan, Jingwei Xu, Michelle Z. He, Yunbo Wang, Bingbing Ni, Xiaokang Yang
[Paper] [Project Page]
Get Started
DynaBOA has been implemneted and tested on Ubuntu 18.04 with python = 3.6.
Clone this repo:
git clone https://github.com/syguan96/DynaBOA.git
Install the requirements using miniconda:
conda env create -f dynaboa-env.yaml
Download required file from this link. Then unzip the file and rename it to data folder.
Running on the 3DPW
bash run_on_3dpw.sh
Results on 3DPW
| Method | Protocol | PA-MPJPE | MPJPE | PVE |
|---|---|---|---|---|
| SPIN | #PS | 59.2 | 96.9 | 135.1 |
| PARE | #PS | 46.4 | 79.1 | 94.2 |
| Mesh Graphormer | #PS | 45.6 | 74.7 | 87.7 |
| DynaBOA (Ours) | #PS | 40.4 | 65.5 | 82.0 |
Todo
- DynaBOA for MPI-INF-3DHP and SURREAL
- DynaBOA for the internet data.
