CMU Panoptic Dataset 2.0

The field of biomechanics is at a turning point, with marker-based motion capture set to be replaced by portable and inexpensive hardware, rapidly improving markerless tracking algorithms, and open datasets that will turn these new technologies into field-wide team projects. To expedite progress in this direction, we have collected the CMU Panoptic Dataset 2.0, which contains 86 subjects captured with 140 VGA cameras, 31 HD cameras, and 15 IMUs, performing on average 6.5 min of activities, including range of motion activities and tasks of daily living. Data: The data are now available under Downloads > Data Share.Code:The Fitting algorithm is published on Github: https://github.com/CMU-MBL/CMU_PanopticDataset_2.0Citation:If you find this code or our data useful for your research, please cite the following paper:@article{HALILAJ2021110650, title = {American society of biomechanics early career achievement award 2020: Toward portable and modular biomechanics labs: How video and IMU fusion will change gait analysis}, journal = {Journal of Biomechanics}, volume = {129}, pages = {110650}, year = {2021}, issn = {0021-9290}, doi = {https://doi.org/10.1016/j.jbiomech.2021.110650}, url = {https://www.sciencedirect.com/science/article/pii/S002192902100419X}, author = {Eni Halilaj and Soyong Shin and Eric Rapp and Donglai Xiang}, } <br/><br/>This project includes the following software/data packages: <br/> <ul> <li> <a href="https://simtk.org/plugins/datashare?group_id=1966">Pilot Study </a> : This is the Pilot Study of CMU Panoptic Dataset 2.0 </li> </ul>

生物力学领域正处于转折点，基于标记的运动捕捉技术即将被便携且经济实惠的硬件所取代，无标记跟踪算法正迅速发展，以及开放的数据集将使这些新技术成为全领域的团队项目。为加速这一方向的研究进展，我们收集了CMU全景数据集2.0，该数据集包含86名受试者，使用140台VGA相机、31台高清相机和15个惯性测量单元进行捕捉，平均活动时长为6.5分钟，包括活动范围和日常生活任务。数据：数据现在可在“下载 > 数据共享”下获取。代码：拟合算法已发布在GitHub上：https://github.com/CMU-MBL/CMU_PanopticDataset_2.0。引用：如果您发现此代码或我们的数据对您的研究有所帮助，请引用以下论文：@article{HALILAJ2021110650, title = {美国生物力学学会早期职业成就奖2020：迈向便携式和模块化生物力学实验室：视频和惯性测量单元融合如何改变步态分析}, journal = {生物力学杂志}, volume = {129}, pages = {110650}, year = {2021}, issn = {0021-9290}, doi = {https://doi.org/10.1016/j.jbiomech.2021.110650}, url = {https://www.sciencedirect.com/science/article/pii/S002192902100419X}, author = {Eni Halilaj 和 Soyong Shin 和 Eric Rapp 和 Donglai Xiang}, }。该项目包括以下软件/数据包：<ul><li><a href="https://simtk.org/plugins/datashare?group_id=1966">试点研究</a>：这是CMU全景数据集2.0的试点研究。</li></ul>