Research Article

Truncated Nuclear Norm Minimization for Image Restoration Based on Iterative Support Detection

Table 1

We compare the PSNR and time between LR-ADMM, TNNR-ADMM-TRY, LRISD-ADMM, and LRISD-ADMM-ADJUST. In TNNR-ADMM-TRY, they search the best via testing all possible values of . We use the estimated rank as the best in LRISD-ADMM. In LRISD-ADMM-ADJUST, we use the estimated rank as a reference to search the best .

ImageLR-ADMMTNNR-ADMM-TRYLRISD-ADMMLRISD-ADMM-ADJUST
Time PSNR Time PSNR Time PSNR Time PSNR

0 73.8 s 21.498 65030 s 21.645 7 221 s 21.618 6 683 s 21.645
0 98.3 s 24.319 6 5916 s 24.366 5 150 s 24.357 6 799 s 24.366
0 106.3 s 29.740 15 3408 s 30.446 11148 s 30.342 151433 s 30.446