Table 2 Quantitative comparison of stylization performance.

From: Generating Chinese intangible cultural heritage images with structure and color awareness

Method

Content Pres.

Style Align.

CLIP-S

User Pref. (%)

StyleID

73.2

68.5

0.423

21.4

StyleAligned

75.0

72.3

0.446

23.1

ZipLoRA

77.1

74.8

0.462

25.3

B-LoRA

78.9

76.0

0.471

26.7

Colorful Heritage

84.6

81.2

0.502

34.5

  1. Our method (Colorful Heritage) achieves the best results across all four metrics. User preference scores are based on pairwise comparisons with 1500 human ratings; all improvements are statistically significant (p < 0.001) compared to baselines.
  2. Best results are highlighted in bold.