Contactless evaluation of rigidity in Parkinson's disease by machine vision and machine learning

• Xue Zhu,
• Weikun Shi,
• Yun Ling,
• Ningdi Luo,
• Qianyi Yin,
• Yichi Zhang,
• Aonan Zhao,
• Guanyu Ye,
• Haiyan Zhou,
• Jing Pan,
• Liche Zhou,
• Linghao Cao,
• Pei Huang,
• Pingchen Zhang,
• Zhonglue Chen,
• Cheng Chen,
• Shinuan Lin,
• Jin Zhao,
• Kang Ren,
• Yuyan Tan,
• Jun Liu,
• Ting Gao,
• Xiuyuan Hao

Affiliations

Xue Zhu

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Weikun Shi

2 GYENNO SCIENCE CO., LTD., Shenzhen, Guangdong 518000, China

Yun Ling

2 GYENNO SCIENCE CO., LTD., Shenzhen, Guangdong 518000, China

Ningdi Luo

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Qianyi Yin

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Yichi Zhang

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Aonan Zhao

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Guanyu Ye

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Haiyan Zhou

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Jing Pan

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Liche Zhou

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Linghao Cao

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Pei Huang

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Pingchen Zhang

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Zhonglue Chen

2 GYENNO SCIENCE CO., LTD., Shenzhen, Guangdong 518000, China

Cheng Chen

2 GYENNO SCIENCE CO., LTD., Shenzhen, Guangdong 518000, China

Shinuan Lin

2 GYENNO SCIENCE CO., LTD., Shenzhen, Guangdong 518000, China

Jin Zhao

3 HUST-GYENNO CNS Intelligent Digital Medicine Technology Center, Wuhan, Hubei 430074, China

Kang Ren

2 GYENNO SCIENCE CO., LTD., Shenzhen, Guangdong 518000, China

Yuyan Tan

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Jun Liu

1 Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China

Ting Gao

Xiuyuan Hao