Research Article

Improved Multiscale Learning Dictionary Image Denoising Algorithm in Curved Wave Domain

Table 2

Peak signal-to-noise ratio–structural similarity of simulation results.

PSNR (dB)-SSIM
K-SVDBilateral filteringNonlocal mean filteringCurvilinear transform algorithmBM3DLiterature [13]Literature [14]Literature [15]Methods in this paper

Bird1032.35–0.8233.15–0.8333.45–0.8533.63–0.8434.79–0.8934.21–0.8534.35–0.8734.56–0.8834.75–0.89
2028.42–0.7529.33–0.7729.54–0.7829.89–0.8031.16–0.8330.13–0.7930.52–0.8130.66–0.8131.15–0.82
3025.32–0.7026.54–0.7227.35–0.7427.88–0.7529.13–0.7928.12–0.7628.45–0.7628.89–0.7729.11–0.78
4024.31–0.6726.11–0.6926.57–0.7026.62–0.7127.68–0.7426.87–0.7127.11–0.7127.34–0.7227.69–0.74
5023.76–0.6224.36–0.6425.21–0.6525.54–0.6626.88–0.7125.98–0.6726.23–0.6826.55–0.6926.87–0.70

Boat1032.22–0.84532.32–0.85432.78–0.89133.55–0.88633.67–0.89234.18–0.91134.21–0.90834.16–0.95834.42–0.963
2029.12–0.69729.32–0.73229.64–0.79830.11–0.81530.19–0.81930.38–0.84230.33–0.83830.53–0.92831.18–0.935
3028.05–0.62228.21–0.65228.32–0.68728.21–0.70128.34–0.71128.64–0.73228.65–0.72928.57–0.89028.88–0.892
4026.11–0.51226.34–0.54726.32–0.61226.65–0.0.60726.89–0.65527.18–0.67227.11–0.66827.38–0.67327.52–0.680
5024.12–0.48924.56–0.53125.12–0.55925.32–0.56825.53–0.61126.12–0.63126.06–0.62926.33–0.65526.41–0.661