Table 4 NIQE and CEIQ scores on MEF, LIME, NPE, DICM datasets, respectively.
From: Low-light image enhancement via adaptive frequency decomposition network
Methods | MEF | LIME | NPE | DICM | AVG | |||||
|---|---|---|---|---|---|---|---|---|---|---|
NIQE\(\downarrow \) | CEIQ\(\uparrow \) | NIQE\(\downarrow \) | CEIQ\(\uparrow \) | NIQE\(\downarrow \) | CEIQ\(\uparrow \) | NIQE\(\downarrow \) | CEIQ\(\uparrow \) | NIQE\(\downarrow \) | CEIQ\(\uparrow \) | |
MBLLEN17 | 3.6940 | 3.0532 | 5.0699 | 3.2503 | 4.6265 | 3.2160 | 4.5147 | 3.3078 | 4.2059 | 3.2068 |
Retinex-Net16 | 4.4972 | 3.0088 | 4.2942 | 3.2193 | 4.8011 | 3.0312 | 5.6886 | 3.2260 | 4.8749 | 3.1213 |
Kind18 | 3.8612 | 2.8506 | 3.6715 | 3.1284 | 4.3540 | 3.0963 | 4.6410 | 2.7652 | 4.1098 | 2.9601 |
R2RNet18 | 4.8074 | 2.8936 | 4.5357 | 3.3553 | 4.1313 | 3.2321 | 4.8074 | 3.1149 | 4.3558 | 3.1490 |
SCI29 | 4.4604 | 2.4845 | 4.4898 | 3.1068 | 3.8894 | 3.1223 | 3.6408 | 2.7286 | 4.0085 | 2.8606 |
RUAS28 | 5.4656 | 2.6000 | 5.0795 | 2.4321 | 4.9412 | 2.5468 | 4.5572 | 2.7652 | 4.8308 | 2.5860 |
EnlightenGAN13 | 3.5869 | 2.8820 | 3.8354 | 3.3227 | 3.4953 | 3.2995 | 2.9186 | 3.2957 | 3.2355 | 3.2000 |
Zero-DCE12 | 4.0550 | 2.7637 | 3.7860 | 3.2287 | 3.396 | 3.0822 | 2.8249 | 3.2385 | 3.4973 | 3.0783 |
Zero-DCE++20 | 4.3356 | 2.6746 | 4.1951 | 3.2751 | 3.5119 | 3.2037 | 2.8910 | 3.2853 | 3.5327 | 3.1097 |
HFMNet21 | 4.0170 | 3.1488 | 3.8724 | 3.2423 | 3.7705 | 3.2229 | 3.2384 | 3.2862 | 3.5848 | 3.2250 |
Kind++19 | 3.1143 | 3.0486 | 3.4905 | 3.2349 | 5.0014 | 3.2153 | 4.1043 | 3.2377 | 3.6611 | 3.1841 |
Ours | 3.3563 | 3.1427 | 4.0499 | 3.3661 | 3.2302 | 3.2935 | 2.8159 | 3.3730 | 3.2118 | 3.2938 |
