Research Article

Improved Glowworm Swarm Optimization Algorithm for Multilevel Color Image Thresholding Problem

Table 9

Comparison of optimal PSNR (dB) and SSIM values obtained by IGSO, GSO, APSO, and SaDE algorithms using MCE.

ImageIGSOGSOAPSOSaDE
PSNRSSIMPSNRSSIM PSNR SSIMPSNRSSIM

Airplane210.01780.789610.01780.789610.01780.789610.01780.7896
410.02160.839410.02160.839410.02160.839410.02160.8394
610.03810.879410.03110.870810.02320.861710.02580.8659
810.06410.930810.05920.924810.05160.910110.05480.9159

Couple227.03720.827027.03720.827027.03720.827027.03720.8270
427.04780.886027.04780.886027.04780.886027.04780.8860
627.05680.912825.05260.903227.04990.892927.05120.8973
827.06130.946025.05880.934327.05230.929027.05620.9311

Flower219.33520.869619.33520.869619.33520.869619.33520.8696
419.33690.903719.33690.903719.33690.903719.33690.9037
619.33850.938519.33760.924319.33700.915919.33730.9213
819.34390.967919. 34170.953819.33890.933719.34020.9446

Girl224.06840.727424.06840.727424.06840.727424.06840.7274
424.07250.836924.07250.836924.07250.836924.07250.8369
624.07610.874024.07490.864927.07320.856824.07400.8614
824.08440.919224.08240.906924.07710.890324.07920.8971

Monarch219.47910.760519.47910.760519.47910.760519.47910.7605
419.48510.864819.48510.864819.48510.864819.48510.8648
619.48670.920819.48620.912119.48500.903219.48550.9085
819.49390.952419.49020.940819,48790.926419.48930.9336

Pen219.89700.828119.89700.828119.89700.828119.89700.8281
419.89920.887819.89920.887819.89920.887819.89920.8878
619.89960.931719.89930.924419.89870.911719.89910.9184
819.90520.963719.90210.954619.89940.939619.90100.9441

Pepper218.18230.818918.18230.818918.18230.818918.18230.8189
418.18490.846018.18490.846018.18490.846018.18490.8460
618.18670.902118.18600.896718.18480.881518.18530.8913
818.18970.948318.18830.937718.18600.923918.18750.9314

Soccer220.34150.801620.34150.801620.34150.801620.34150.8016
420.33780.851220.33780.851220.33780.851220.33780.8512
620.34710.907120.34420.899220.34960.886920.34110.8983
820.34990.956020.34750.947720.34200.929820.34480.9329

Test218.50270.765818.50270.765818.50270.765818.50270.7658
418.51550.856018.51550.856018.51550.856018.51550.8560
618.51570.902118.51540.893818.51530.880218.51540.8859
818.51680.953318.51610.948618.51560.937218.51580.9400

Yacht218.51350.819518.51350.819518.51350.819518.51350.8195
418.51720.861118.51720.861118.51720.861118.51720.8611
618.51880.915018.51790.902118.51740.885118.51770.8960
818.52030.960818.51860.945418.51780.928718.51820.9342