Journal of NeuroEngineering and Rehabilitation

Table 5 Results for communication and drinking tasks (UDysRS)

From: Vision-based assessment of parkinsonism and levodopa-induced dyskinesia with pose estimation

Communication (n = 128)
Binary Classification	Neck n₀ = 48	Rarm n₀ = 60	Larm n₀ = 54	Trunk n₀ = 60	Rleg n₀ = 57	Lleg n₀ = 59	Mean
F1	0.941 ± 0.003	0.920 ± 0.004	0.929 ± 0.014	0.960 ± 0.009	0.819 ± 0.007	0.865 ± 0.007	0.906 ± 0.002
AUC	0.935 ± 0.006	0.957 ± 0.004	0.946 ± 0.005	0.983 ± 0.002	0.852 ± 0.007	0.907 ± 0.005	0.930 ± 0.001
Regression	Neck	Rarm	Larm	Trunk	Rleg	Lleg	Mean
RMS	0.559 ± 0.008	0.399 ± 0.008	0.465 ± 0.011	0.513 ± 0.011	0.579 ± 0.009	0.590 ± 0.011	0.518 ± 0.005
r	0.712 ± 0.017	0.760 ± 0.022	0.645 ± 0.029	0.760 ± 0.024	0.522 ± 0.021	0.490 ± 0.024	0.661 ± 0.011
Drinking (n = 118)
Binary Classification	Neck n₀ = 61	Rarm n₀ = 79	Larm n₀ = 81	Trunk n₀ = 60	Rleg n₀ = 70	Lleg n₀ = 66	Mean
F1	0.711 ± 0.026	0.148 ± 0.054	0.289 ± 0.068	0.643 ± 0.013	0.594 ± 0.046	0.617 ± 0.020	0.500 ± 0.015
AUC	0.774 ± 0.007	0.418 ± 0.033	0.557 ± 0.015	0.687 ± 0.014	0.673 ± 0.027	0.696 ± 0.012	0.634 ± 0.005
Regression	Neck	Rarm	Larm	Trunk	Rleg	Lleg	Mean
RMS	0.724 ± 0.003	0.737 ± 0.005	0.575 ± 0.005	0.701 ± 0.008	0.586 ± 0.008	0.622 ± 0.009	0.657 ± 0.003
r	0.075 ± 0.008	−0.150 ± 0.015	−0.003 ± 0.018	0.099 ± 0.020	0.087 ± 0.026	0.147 ± 0.025	0.043 ± 0.008

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ISSN: 1743-0003

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