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Research on the Method of Improving Accuracy of Martial Arts Movements Based on Time Series Analysis

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27 lut 2025

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Figure 1.

Framework diagram of human motion recognition system
Framework diagram of human motion recognition system

Figure 2.

Framework of Martial arts movement recognition system based on time series analysis
Framework of Martial arts movement recognition system based on time series analysis

Figure 3.

Schematic diagram of the process of representing the rotunda sequence
Schematic diagram of the process of representing the rotunda sequence

Figure 4.

Descriptive diagram of sparse coding model variables
Descriptive diagram of sparse coding model variables

Figure 5.

Recognition rate of juvenile serial punching movements of 5 standard demonstrators
Recognition rate of juvenile serial punching movements of 5 standard demonstrators

Figure 6.

Recognition rate of juvenile chain punching movements for the 5 testers
Recognition rate of juvenile chain punching movements for the 5 testers

Recognition rate of different juvenile chain punch movements

Action Name Contour maps with static features based Time series analysis based
Left Lunge Punch 78% 92%
Right Lunge Punch 80% 90%
Positive Horse Stance Punch 83% 94%
Back Horse Stance Punch 81% 92%
Left Flick Kick Punch 73% 90%
Right Kick Punch 75% 89%

Juvenile chain fist movement joint index

Action Name Motion Joint Indicators
Left Lunge Punch Spine, left wrist, right wrist, right shoulder, left elbow, left knee, right knee, left hip, right hip
Right Lunge Punch Spine, left wrist, right wrist, left shoulder, right elbow, left knee, right knee, left hip, right hip
Positive Horse Stance Punch Spine, left wrist, right wrist, left shoulder, right elbow, left knee, right knee, left hip, right hip
Back Horse Stance Punch Spine, left wrist, right wrist, right shoulder, left elbow, left knee, right knee, left hip, right hip
Left Flick Kick Punch Spine, left wrist, right wrist, right shoulder, left elbow, left knee, right knee, left hip, right hip
Right Kick Punch Spine, left wrist, right wrist, left shoulder, right elbow, left knee, right knee, left hip, right hip
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne