Table 5 LOE and DE scores on MEF, LIME, NPE, DICM datasets, respectively.
From: Low-light image enhancement via adaptive frequency decomposition network
Methods | MEF | LIME | NPE | DICM | AVG | |||||
|---|---|---|---|---|---|---|---|---|---|---|
LOE\(\downarrow \) | DE\(\uparrow \) | LOE\(\downarrow \) | DE\(\uparrow \) | LOE\(\downarrow \) | DE\(\uparrow \) | LOE\(\downarrow \) | DE\(\uparrow \) | LOE\(\downarrow \) | DE\(\uparrow \) | |
MBLLEN17 | 256.54 | 7.14 | 214.65 | 7.1770 | 267.45 | 7.1461 | 396.62 | 7.32 | 321.32 | 7.19 |
Retinex-Net16 | 473.85 | 6.92 | 508.73 | 7.08 | 849.12 | 6.82 | 600.11 | 7.17 | 579.59 | 7.00 |
Kind18 | 378.41 | 6.71 | 302.41 | 6.91 | 354.98 | 6.85 | 305.33 | 6.28 | 334.20 | 6.69 |
R2RNet18 | 270.55 | 6.52 | 177.26 | 7.31 | 212.51 | 7.14 | 356.05 | 6.81 | 393.05 | 6.94 |
SCI29 | 389.66 | 5.53 | 247.12 | 6.8741 | 274.12 | 6.81 | 430.83 | 6.31 | 374.94 | 6.38 |
RUAS28 | 528.40 | 5.90 | 387.23 | 5.93 | 342.15 | 5.78 | 334.52 | 6.28 | 467.44 | 5.97 |
EnlightenGAN13 | 443.76 | 6.83 | 183.76 | 7.29 | 208.34 | 7.22 | 653.94 | 7.31 | 572.83 | 7.16 |
Zero-DCE12 | 398.44 | 6.15 | 391.00 | 7.13 | 652.13 | 6.86 | 594.28 | 7.24 | 320.38 | 6.84 |
Zero-DCE++20 | 265.48 | 6.25 | 184.26 | 7.24 | 426.45 | 7.14 | 365.44 | 7.29 | 335.34 | 6.98 |
HFMNet21 | 303.39 | 7.13 | 231.46 | 7.22 | 294.04 | 7.05 | 364.52 | 7.14 | 309.03 | 7.14 |
Kind++19 | 356.21 | 7.00 | 198.78 | 7.15 | 231.24 | 7.08 | 420.87 | 7.20 | 377.23 | 7.11 |
Ours | 235.67 | 7.23 | 158.05 | 7.43 | 195.41 | 7.37 | 358.67 | 7.46 | 283.04 | 7.37 |
