dataset for ECCV 2020 "Motion Capture from Internet Videos"

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Deep Learning iMoCap
Overview

Motion Capture from Internet Videos

Motion Capture from Internet Videos
Junting Dong*, Qing Shuai*, Yuanqing Zhang, Xian Liu, Xiaowei Zhou, Hujun Bao
ECCV 2020 Project Page

Datasets

Internet video dataset

Download

Modified Human3.6M dataset

You can download our modified Human3.6M dataset here.

Create your own synthetic data

First, we split the origin videos into different folders, and store the 3D annotations as follows.

<path_to_data>
├── data_2d_h36m_cpn_ft_h36m_dbb.npz
├── joints3d
│   ├── S9_Directions 1.mat
│   ├── S9_Directions.mat
│   ├── ...
│   ├── ...
│   ├── ...
│   ├── S9_WalkTogether 1.mat
│   └── S9_WalkTogether.mat
└── S9
    ├── Directions
    │   ├── Directions.54138969.mp4
    │   ├── Directions.55011271.mp4
    │   ├── Directions.58860488.mp4
    │   └── Directions.60457274.mp4
    ├── Directions1
    │   ├── Directions1.54138969.mp4
    │   ├── Directions1.55011271.mp4
    │   ├── Directions1.58860488.mp4
    │   └── Directions1.60457274.mp4
    |   ......
    ├── WalkTogether
    │   ├── WalkTogether.54138969.mp4
    │   ├── WalkTogether.55011271.mp4
    │   ├── WalkTogether.58860488.mp4
    │   └── WalkTogether.60457274.mp4
    └── WalkTogether1
        ├── ......

We use finetune cpn output as our 2D pose from videopose3d

wget https://dl.fbaipublicfiles.com/video-pose-3d/data_2d_h36m_cpn_ft_h36m_dbb.npz

After all, you can generate the synthetic data. More details can be found in the file script/dataset/sample_h36m.py.

python3 script/dataset/sample_h36m.py --video_path <path_to_data>/S9

Quantitative evaluation

Our quantitative evaluation includes two parts: match and reconstruction. We provide the evaluation scripts as example.

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Comments
  • config/config_example.yml file missing

    config/config_example.yml file missing

    Hello! I wonder would you release the config_example.yml file to run the demo? Thanks!

    FileNotFoundError: [Errno 2] No such file or directory: 'config/config_example.yml'

    opened by snitchjinx 1
  • Where can I find the matching part

    Where can I find the matching part

    "Our quantitative evaluation includes two parts: match and reconstruction. We provide the evaluation scripts as example." I just cannot find the code for matching.

    opened by mariolew 7
Owner
ZJU3DV
ZJU3DV is a research group of State Key Lab of CAD&CG, Zhejiang University, which maily focuses on the research of 3D computer vision, SLAM and AR.
ZJU3DV
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