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Design and Implementation of Dance Personalized Teaching System Assisted by Artificial Intelligence

Zhejian Xiong

Zhejian Xiong

College of Education, Chengdu College of Arts and SciencesChengdu, China
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Xiong, Zhejian
 oraz 
Liang Cheng

Liang Cheng

School of Media and Performing Arts, Chengdu College of Arts and SciencesChengdu, China
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Cheng, Liang
  
21 mar 2025
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Data publikacji: 21 mar 2025
Otrzymano: 08 lis 2024
Przyjęty: 06 lut 2025
DOI: https://doi.org/10.2478/amns-2025-0582
Słowa kluczowe
© 2025 Zhejian Xiong et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

The flowchart of the dance practice module
The flowchart of the dance practice module

Figure 2.

Human skeleton map
Human skeleton map

Figure 3.

Action joint weight variation diagram
Action joint weight variation diagram

Figure 4.

Dropout ratio experiment
Dropout ratio experiment

Figure 5.

Loss function curve
Loss function curve

Figure 6.

The method of identification of the dance action data set
The method of identification of the dance action data set

Figure 7.

The confusion matrix of the experimental results
The confusion matrix of the experimental results

Figure 8.

Exercise average score
Exercise average score

The name of the original dance data set and its maximum frame number

Dance species Serial number Action name Maximum frame number
D1 1 Cyclotron 74
2 Single pendulum 47
3 Side pendulum 157
D2 1 Four-step 362
2 Golden chicken spread 61
3 Golden chicken foraging 80
D3 1 Chaff bag 69
2 Bran bag 51
3 Start back 71
D4 1 Planting cotton 69
2 Spinning 154
3 Spun yarn 64
D5 1 Drumming 73
2 Lookout drum 58
3 Drum 70
D6 1 Mountain bead 62
2 Lusheng 80
3 Chinese grass 71

The action information of 20 volunteers in the collection of ginseng and data

ID The basic information of the tester Dance types and recording times
A G W H S D1 D2 D3 D4 D5 D6
1 26 M 66 175 11 16 18 15 18 17 17
2 21 F 54 162 8 11 13 12 11 12 11
3 23 F 55 167 5 5 6 7 7 5 6
4 21 M 70 177 4 5 4 4 5 4 5
5 23 M 57 167 7 10 10 8 10 7 9
6 26 F 71 177 2 2 1 1 9 1 8
7 22 M 62 175 6 9 9 9 12 10 9
8 24 M 61 173 11 16 16 16 16 17 17
9 22 M 53 170 9 13 14 11 11 13 15
10 21 M 70 180 1 2 2 1 0 2 1
11 24 F 67 176 1 0 2 3 1 3 2
12 28 F 53 164 1 1 0 0 3 2 0
13 27 F 47 161 5 4 4 7 5 4 5
14 25 M 66 182 4 5 4 3 4 2 6
15 23 F 70 179 8 11 13 11 11 11 11
16 26 F 66 182 8 12 11 11 13 9 11
17 27 F 69 166 10 16 15 15 16 13 15
18 24 M 55 167 12 20 18 18 18 16 16
19 22 F 60 184 8 11 10 11 10 11 10
20 24 M 66 187 4 2 4 4 5 4 5

Some people score results

Choreographer Dance teacher Dancer
Aesthetics 9.8 8.5 9.7 8.2 9.3 8.5 9.4 8.7 9.6 9.3
Validity 8.4 8.5 8.6 8.9 9.4 8.6 8.8 9.3 9.5 9.1
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne
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