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A study on the mechanics, finger movement, and finger function of computer vision technology in guzheng playing posture recognition

  
29 sept. 2025
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Figure 1.

Schematic diagram of connection between full connection layer and LSTM
Schematic diagram of connection between full connection layer and LSTM

Figure 2.

Identification of various models
Identification of various models

Figure 3.

The Angle of knuckle is compared to the standard Angle
The Angle of knuckle is compared to the standard Angle

Evaluation of Vibrato performance technique

A B C D E F
1 6.16 6.37 6.02 5.55 6.02 5.78
2 6 6.41 6.07 6.03 5.59 6.12
3 5.96 5.69 6.17 6.18 5.86 6.23
4 6.2 6.38 5.65 5.81 5.71 6.36
5 6.05 5.83 6.42 6.15 5.68 6.54
6 6.54 5.76 6.25 6.33 5.95 5.72
7 6.04 6.31 6.49 6.48 5.55 6.41
8 6.16 5.94 5.79 6.15 6.09 6
9 6.06 6.12 5.76 6.5 6.37 5.74
10 6.16 6.01 5.78 6.3 5.56 5.68
11 6.02 6.45 5.71 5.84 5.59 5.77
12 6.27 6.35 6.09 5.89 5.91 6.01
13 5.93 5.93 6.33 6.3 5.86 6.25
14 6.08 6.4 5.87 6.52 6.37 6.38
15 6.38 6.29 6.39 5.79 5.52 5.88
16 6.47 6.54 6.17 5.96 5.88 6.01
17 6.11 5.7 5.5 5.99 6.19 6.08
18 5.7 5.91 6.11 5.85 5.84 5.64
19 5.89 6.39 5.99 6.3 6.45 5.95
20 5.82 5.86 6.03 5.65 6.08 5.56
21 6.18 6.03 6.41 5.56 6.44 5.78
22 5.6 6.18 6.15 5.9 5.74 6.4
23 5.53 5.88 5.87 6.27 6.22 6.13
24 5.66 6.39 5.84 5.5 6.54 5.6
25 6.15 6.17 6.25 5.51 5.84 6.35
26 5.69 5.91 6.34 5.96 5.9 5.78
27 5.97 6.02 5.73 6.09 5.66 5.79
28 5.61 5.68 5.89 6.22 6.53 5.97
29 6.11 5.77 5.94 6.48 6.54 5.81
30 6.31 6.34 6.49 6.07 6.13 5.86
Mean 6.027 6.1 6.05 6.038 5.987 5.986

Evaluation of Clip performance technique

A B C D E F
1 6.45 5.55 5.92 5.73 6.36 6.24
2 6.57 5.83 5.63 5.83 6.43 6.47
3 6.52 6.11 6.64 5.98 6.27 6.53
4 5.85 6.2 6.49 6.37 5.78 5.54
5 5.97 6.67 5.52 6.61 5.6 6.18
6 5.64 6.47 5.77 5.99 6.61 6.05
7 6.35 6.58 6.46 6.55 6.28 5.84
8 6.69 6.06 5.51 6.39 5.85 6.3
9 5.52 5.72 6.49 6 5.85 5.8
10 6.64 5.61 5.69 5.51 5.76 6.11
11 5.7 6.68 5.53 5.66 5.66 6.67
12 6.49 6.43 6.3 6.19 6.6 6.58
13 6.4 6.43 6.07 6.55 6.02 6.39
14 6.08 6.55 6.19 5.66 5.57 6.32
15 5.56 5.5 5.54 6.52 5.63 6.46
16 5.6 6.07 5.69 6.02 6.3 6.39
17 5.82 6.16 5.88 5.74 6.4 6.57
18 6.01 5.78 6.39 6.35 6.53 6.7
19 5.6 6.19 6.27 6.66 6.53 6.11
20 6.46 5.57 6.61 6.53 5.7 6.47
21 5.66 5.96 6.56 6.38 5.88 5.73
22 6.28 6 5.79 6.4 6.33 6.38
23 6.06 6.61 6.23 6.02 6.69 5.54
24 6.45 6.46 6.34 6.28 6.43 5.6
25 6 5.61 6.11 6.26 5.84 5.61
26 6.61 6.6 5.99 6.12 6.12 5.58
27 5.61 6.66 6.26 6.59 6.42 6.1
28 5.96 6.67 6.44 5.69 5.83 6.09
29 6.57 6.59 5.58 5.64 5.69 6.27
30 5.61 5.91 5.67 5.77 6.63 6.67
Mean 6.091 6.174 6.052 6.133 6.120 6.176

Evaluation of Bomb performance technique

A B C D E F
1 6.34 6.41 5.79 6.45 5.99 6.69
2 6.47 5.61 6.13 6.31 6.18 6.5
3 6.73 5.93 6.29 6.09 6.07 5.65
4 5.72 5.81 6.71 6.83 6.62 6.18
5 6.32 5.81 5.98 6.78 6.22 6.27
6 6.49 5.65 5.56 5.75 5.74 6.67
7 6.71 6.91 6.63 6.48 6.3 6.66
8 5.7 6.65 6.57 5.84 6.57 5.93
9 6.81 6.54 5.62 6.69 6.19 6.17
10 6.15 6.34 6.13 5.86 6.91 6.87
11 6.34 5.9 5.61 6.46 6.96 6.03
12 6.6 6.81 6.24 6.76 5.57 5.68
13 6.84 6.49 5.66 5.52 6.09 6.54
14 6.58 5.51 6.89 5.8 6.95 5.96
15 6.05 6.88 7 5.94 6.67 6.81
16 6.26 6.49 5.57 5.78 6.95 6.33
17 6.45 5.59 5.55 6.89 6.43 5.96
18 6.05 5.57 6.6 6.77 6.18 5.62
19 6.68 6.98 6.91 5.83 6.13 6.49
20 6.92 6.89 5.67 5.83 5.91 6.41
21 6.82 5.57 5.73 6.02 6.38 6.65
22 6.08 5.95 6.78 6.28 6.95 6.97
23 5.96 5.62 5.77 5.6 6.1 6.36
24 6.99 6.24 6.06 5.6 6.67 5.56
25 5.99 5.75 6.87 6.69 5.61 6.54
26 6.93 6.73 6.81 6.44 6.38 5.65
27 6.9 5.81 6.93 6.55 6.15 6.83
28 6.09 6.31 6.32 5.89 6.97 6.64
29 6.92 6.39 6.39 6.05 6.44 6.24
30 6.33 6.4 6.55 5.92 6.89 6.57
Mean 6.091 6.174 6.052 6.133 6.120 6.176