Spectral Reflectance Recovery from Tristimulus Values under Multi-Illuminants
Table 3
Statistics of the comparison results among PI, WRPCA, and the proposed method.
Method
Testing samples
Munsell chips
ColorChecker SG
Vrhel dataset
PI
WRPCA
Proposed
PI
WRPCA
Proposed
PI
WRPCA
Proposed
Mean RMSE
0.0095
0.0112
0.0034
0.0165
0.0296
0.0120
0.0170
0.0365
0.0152
Max RMSE
0.0714
0.0637
0.0370
0.0536
0.1361
0.0373
0.1278
0.1690
0.1454
Min GFC
0.9239
0.9088
0.9850
0.9708
0.7997
0.9803
0.9246
0.6299
0.9061
Mean GFC
0.9989
0.9983
0.9998
0.9980
0.9731
0.9988
0.9955
0.9831
0.9959
Max GFC
1.0000
1.0000
1.0000
0.9999
0.9998
1.0000
0.9999
0.9999
1.0000
CIELAB color difference under testing illuminant F2
Mean ∆Eab
0.2520
0.3719
0.0892
0.4135
1.2824
0.2648
0.5012
1.4597
0.3547
Var.a
0.0723
0.2046
0.0054
0.1962
1.2150
0.0403
0.2096
1.4668
0.0817
Max ∆Eab
2.8043
4.9694
0.6701
2.7253
5.8017
1.2775
3.0989
5.3056
1.8061
%∆Eab > 3b
0.0000
0.6304
0.0000
0.0000
9.2857
0.0000
0.5650
13.2768
0.0000
CIELAB color difference under testing illuminant F11
Mean ∆Eab
0.8966
1.2880
0.3095
1.3238
2.7523
0.7869
1.4677
2.7012
1.2836
Var.
0.9990
3.2857
0.0836
3.1423
4.9938
0.5667
1.9217
5.3176
1.4947
Max ∆Eab
11.5112
28.5594
2.4955
12.7500
9.7594
3.7572
15.8069
13.1744
6.7993
%∆Eab > 3
3.9401
8.7470
0.0000
14.2857
42.1429
1.4286
10.4520
33.6158
9.0395
a“Var.” means the variance of the the CIELAB color difference. b“%∆Eab > 3” means the percentage of testing samples with a color difference greater than 3 CIELAB units.