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Research on the Development of Innovative Paths of Public Service Advertisements in the Context of New Media on the Internet

  
21 mar 2025

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Figure 1.

The three-dimensional design path of public service advertising
The three-dimensional design path of public service advertising

Figure 2.

Public service advertising layout picture automatic generation model
Public service advertising layout picture automatic generation model

Figure 3.

Data acquisition and preprocessing process
Data acquisition and preprocessing process

Figure 4.

Loss function diagram of GAN model
Loss function diagram of GAN model

Figure 5.

Scree plot
Scree plot

Total variance of interpretation

Component Initial eigenvalue Extract sum of squares and load Rotate the sum of squares to load
Total Percentage of variance Cumulative percentage Total Percentage of variance Cumulative percentage Total Percentage of variance Cumulative percentage
1 7.247 14.793 14.793 7.247 14.793 14.793 4.462 10.249 10.249
2 4.068 11.585 26.378 4.068 11.585 26.378 4.211 9.353 19.602
3 3.792 8.438 34.816 3.792 8.438 34.816 2.522 7.242 26.844
4 2.915 7.057 41.873 2.915 7.057 41.873 2.209 6.514 33.358
5 2.747 5.432 47.305 2.747 5.432 47.305 2.176 6.386 39.744
6 2.295 5.366 52.671 2.295 5.366 52.671 2.068 5.927 45.671
7 1.918 4.581 57.252 1.918 4.581 57.252 1.979 5.769 51.44
8 1.878 4.142 61.394 1.878 4.142 61.394 1.969 4.984 56.424
9 1.727 3.976 65.37 1.727 3.976 65.37 1.943 4.871 61.295
10 1.582 3.625 68.995 1.582 3.625 68.995 1.884 4.596 65.891
11 1.463 3.043 72.038 1.463 3.043 72.038 1.867 4.475 70.366
12 1.375 2.621 74.659 1.375 2.621 74.659 1.798 4.293 74.659

The first group of layout image effect evaluation

Index Rating level/% Average score
1-2 point 3-4 point 5-6 point 7-8 point 9-10 point
Category diversity 0 0 13.64 33.28 53.08 8.45
Beautiful layout 0 0 21.28 33.47 45.25 8.06
Typesetting uniformity 0 0 10.95 34.18 54.87 8.61

The third group of layout image effect evaluation

Index Rating level/% Average score
1-2 point 3-4 point 5-6 point 7-8 point 9-10 point
Category diversity 0 7.95 12.43 27.38 52.24 8.14
Beautiful layout 0 7.95 15.37 26.26 50.42 7.98
Typesetting uniformity 0 2.81 22.19 26.37 48.63 8.13

Rotational composition matrix

Variable 1 2 3 4 5 6 7 8 9 10 11 12
Q1 0.855
Q2 0.815
Q3 0.764
Q4 0.732
Q5 0.488
Q6 0.451
Q7 0.467
Q8 0.803
Q9 0.777
Q10 0.806
Q11 0.689
Q12 0.659
Q13 0.599
Q14 0.615
Q15 0.446
Q16 0.394
Q17 0.741
Q18 0.772
Q19 0.634
Q20 0.580
Q21 0.576
Q22 -0.551
Q23 0.570
Q24 0.543
Q25 0.765
Q26 0.595
Q27 0.383
Q28 0.503
Q29 0.364
Q30 -0.836
Q31 0.837
Q32 0.489
Q33 0.856
Q34 -0.850
Q35 0.764
Q36 0.723
Q37 0.475
Q38 0.416
Q39 0.733
Q40 0.716
Q41 0.474
Q42 0.843
Q43 0.838
Q44 0.834
Q45 0.628
Q46 0.454
Q47 0.726
Q48 0.562
Q49 0.488
Q50 0.895
Q51 0.831
Q52 -0.847
Q53 0.808

Objective evaluation of PSNR and SSIM

Model Evaluation index
PSNR SSIM
CGAN 20.1716 0.8386
FL-GAN 26.2814 0.9125
This article 31.5372 0.9347

Importance evaluation of image synthesis index

Index Rating level/% Average score
1-2 point 3-4 point 5-6 point 7-8 point 9-10 point
Category diversity 0 4.71 14.54 41.02 39.73 8.42
Variety of styles 0 4.64 14.54 41.04 39.78 8.53
Contour integrity 0 0 13.87 35.08 51.05 8.94
Image sharpness 0 4.71 4.71 43.25 47.33 9.17

The second group of layout image effect evaluation

Index Rating level/% Average score
1-2 point 3-4 point 5-6 point 7-8 point 9-10 point
Category diversity 0 2.83 10.63 30.61 55.93 8.49
Beautiful layout 0 5.76 18.47 33.41 42.36 7.84
Typesetting uniformity 0 2.82 18.46 34.18 44.54 8.24

The fourth group of layout image effect evaluation

Index Rating level/% Average score
1-2 point 3-4 point 5-6 point 7-8 point 9-10 point
Category diversity 0 2.75 16.54 27.38 53.33 8.21
Beautiful layout 0 2.76 22.12 42.08 33.04 7.80
Typesetting uniformity 0 0 10.85 30.27 58.88 8.67

Rotating component matrix analysis

Common factor Variable content Load factor Common factor Variable content Load factor
Factor 1 Promote traditional virtue and pass on traditional culture 0.855 Factor 4 Too many ads, have to touch -0.836
Education and incentives 0.815 Get information 0.837
Improve people’s bad behavior 0.764 Acquire knowledge 0.489
Improving the relationship between people and society is more harmonious 0.732 Factor 5 Specific, contextual 0.765
Let people be confident about the country and society 0.488 Prefer close to life 0.503
It has a profound influence, and it is willing to keep a focus on it and participate in the spread of public welfare 0.451 Far-reaching 0.364
To cultivate the right outlook on life and good moral quality 0.467 The story is lively and lively -0.850
Factor 2 Advertising plot 0.803 Like cartoon animation 0.764
Is the advertisement kind? 0.777 Clear and concise 0.723
Emotional expression 0.806 Like intriguing 0.475
The slogan of the advertisement 0.689 Factor 6 Like the intimidation of advertising 0.733
Advertising background music 0.659 Like the exaggeration of advertising 0.716
Impression of advertising 0.599 Like the humor of the advertisement 0.726
The credibility of advertising 0.615 Like to take notes 0.488
The image of the advertiser 0.446 Like advertising performance techniques to motivate -0.847
Advertising picture 0.394 Factor 7 Very much agree with it, and do it as much as possible 0.843
Factor 3 Highlight real life situations 0.772 No, it’s just formalism 0.838
Bring back memories 0.634 Heart is touched, not necessarily will do 0.834
Reflect the theme of the current era 0.580 College students have established complete values, and advertising can no longer influence them 0.628
Shocking and frightening about the severity of social problems 0.576
Appealing to feelings between people -0.551
Unbearably sympathetic 0.570
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne