Research Article

Pixelwise Estimation of Signal-Dependent Image Noise Using Deep Residual Learning

Table 5

Applying noise estimation methods to deep learning models to remove homogeneous noise (dB).

DatasetNoise levelChen [7] + DRDDDRNE + DRDDChen + FFDNetDRNE + FFDNet

Kodak39.8739.8739.8039.80
34.8434.8534.8434.85
32.9933.0233.0433.06

McMaster39.1739.1538.8438.84
34.7434.7534.6534.67
32.2632.3632.3432.42

BSD50039.3639.3539.3639.35
34.2634.2734.2334.24
32.3432.3932.3632.40