Open Access

The Integration Path of Innovative Design Thinking and Rural Development of Non-Heritage Cultural Creations in the Era of Artificial Intelligence

  
Mar 19, 2025

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Figure 1.

Design thinking generation mechanism
Design thinking generation mechanism

Figure 2.

Innovative design thinking model of non-relic products
Innovative design thinking model of non-relic products

Figure 3.

The introduction of artificial intelligence technology aided non-legacy process
The introduction of artificial intelligence technology aided non-legacy process

Figure 4.

The accuracy of model recognition and the change of loss value
The accuracy of model recognition and the change of loss value

Different non-legacy product satisfaction contrast

Venter product N Min Max Mean Standard deviation Integrated average
Smart group AI01 148 3 5 3.48 0.323 3.883
AI02 148 3 5 4.12 0.221
AI03 148 3 5 4.05 0.121
Sample group CN01 148 2 5 3.01 0.312 3.226
CN02 148 2 5 3.22 0.285
CN03 148 2 5 3.45 0.354

The identification and extraction of intelligent models

Categories Recall(%) Precision(%) F1
Ravel 94.17 96.98 0.961
Totem 91.46 90.63 0.901
Flower bird 92.27 91.92 0.925
Figures 93.17 92.32 0.932
Dress 95.37 93.43 0.946
Mean 93.288 93.056 0.933

Results of satisfaction evaluation of non-legacy products

Venter product 1 2 3 4 5 Mean
AIRT1 15 30 50 35 18 3.07
AIRT2 6 10 35 60 37 3.76
AIRT3 6 20 45 45 32 3.52
AIRT4 6 30 35 45 32 3.45
AIRT5 5 23 43 45 32 3.51
Language:
English