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Table 6 Comparison of PSNR (dB) of reconstructed image “Horse” using the pre-learned dictionaries for initialization

From: Clustering K-SVD for sparse representation of images

Methods

Patch size 6×6

Patch size 8×8

 

m = 9

m = 12

m = 15

m = 18

m = 14

m = 20

m = 26

m = 32

Pre-learned

18.72

19.89

21.36

22.53

18.66

19.90

21.51

22.74

K-SVD

19.23

20.79

22.07

23.15

19.10

20.99

22.28

23.87

Method in [28]

19.26

20.94

22.01

23.04

19.20

21.18

22.49

23.35

Method in [29]

22.45

23.62

24.17

24.43

22.02

23.08

23.96

24.30

CK-SVD

23.32

23.90

24.48

24.85

23.07

23.69

24.31

24.78

SwCK-SVD

23.61

24.14

24.73

25.12

23.39

23.98

24.65

25.03

DCK-SVD

23.47

24.02

24.60

24.99

23.22

23.86

24.54

24.95