Research Article

[Retracted] Deep Image Watermarking to JPEG Compression Based on Mixed-Frequency Channel Attention

Table 7

The ablation experiment of skip connection. Baseline: no attention model; +SE: add SE channel attention networks; +skip connection: based on SEnets, add a skip connection of LFCA.
(a)

ModelMetricJPEG Crop Crop out Drop out GF

BaselinePSNR32.6032.6032.5932.5732.59
+SE32.5532.5832.5732.5632.56
+skip connection (LFCA)32.7532.7632.7632.7332.76

BaselineSSIM0.81500.81570.81490.81460.8150
+SE0.81610.81650.81600.81570.8159
+skip connection (LFCA)0.82630.82660.82630.82590.8265

BaselineBER3.09%6.96%0%0.0007%0.168%
+SE2.19%4.30%0.0013%0.0067%0.0054%
+skip connection (LFCA)1.94%3.08%0.0067%0.0040%0.228%

(b)

Salt&Pepper GN MF

32.5932.5932.58
32.5532.5632.55
32.7532.7632.75

0.81480.81530.8154
0.81560.81590.8160
0.82600.82710.8263

0.830%1.23%0%
0.813%1.51%0%
0.665%0.859%0%