Table 2 Joint evaluation of semantic relevance and enhancement complexity across compression levels

From: Adaptive compression framework for giga-pixel whole slide images

λ

Semantic evaluation (%)

Complexity evaluation

 

Keep

Compress

Keep

Compress

0.10

53.85

47.21

0.7116 (0.13)

0.7002 (0.10)

0.25

55.20

46.98

0.7387 (0.12)

0.6967 (0.10)

0.50

63.74

43.00

0.6907 (0.12)

0.7047 (0.10)

0.75

55.80

45.31

0.6996 (0.12)

0.7019 (0.10)

1.00

52.87

44.61

0.6918 (0.11)

0.7077 (0.10)

  1. Semantic preference ratio indicates relative similarity to the first prompt (“A photo of densely packed with cells.”).
  2. Complexity scores represent SSIM computed between HR-based cell segmentation masks and segmentation masks obtained from enhanced images (mean (SD)).