Table 3 Ablation studies.

From: Low-light image enhancement via adaptive frequency decomposition network

Conditions

PSNR\(\uparrow \)

SSIM\(\uparrow \)

MSE\(\downarrow \)

1. AFDNet

28.9181

0.8238

86.4054

2. w/o Laplace pyramid

28.6711

0.8031

91.2953

3. w/o AFD module

28.1433

0.7922

94.1497

4. w/o frequency loss

28.7616

0.8010

88.9780

5. w/o adversarial loss

28.5061

0.8125

86.6024

6. w/o mutual consistency loss

28.7075

0.8031

90.3771

  1. This table reports the performance under each condition based on the LOL-V1 dataset. In this table, “w/o” means without.
  2. The best results are highlighted in bold.