Research Article
Color Image Segmentation Based on Different Color Space Models Using Automatic GrabCut
Table 2
Experimental segmentation results on different color spaces using automatic GrabCut.
| Image | Error rate % | Overlap score rate % | RGB | YUV | XYZ | CMY | HSV | RGB | YUV | XYZ | CMY | HSV |
| 1 | 18.70 | 20.09 | 5.45 | 36.31 | 5.21 | 58.57 | 92.99 | 98.47 | 98.05 | 99.24 | 2 | 5.74 | 2.79 | 2.92 | 2.91 | 19.19 | 75.69 | 98.85 | 98.63 | 97.95 | 98.86 | 3 | 7.31 | 5.51 | 3.90 | 3.76 | 5.37 | 85.48 | 95.38 | 99.21 | 99.31 | 98.22 | 4 | 3.09 | 3.07 | 18.95 | 3.08 | 12.67 | 97.02 | 99.19 | 88.13 | 99.11 | 100 | 5 | 3.75 | 3.76 | 4.20 | 42.25 | 74.38 | 85.18 | 89.33 | 85.70 | 99.19 | 96.56 | 6 | 0.86 | 0.86 | 0.89 | 30.82 | 29.90 | 97.17 | 99.51 | 99.56 | 74.05 | 98.20 | 7 | 2.40 | 2.33 | 2.28 | 1.20 | 36.11 | 69.01 | 99.85 | 99.76 | 93.21 | 98.43 | 8 | 1.08 | 6.94 | 1.08 | 2.68 | 2.68 | 90.81 | 44.91 | 97.27 | 88.69 | 88.74 | 9 | 2.17 | 2.16 | 2.17 | 31.43 | 28.80 | 97.31 | 99.22 | 99.24 | 82.93 | 85.93 | 10 | 2.81 | 4.19 | 4.23 | 4.81 | 5.69 | 96.35 | 99.90 | 99.92 | 97.39 | 100 | 11 | 2.05 | 2.07 | 2.18 | 14.99 | 15.93 | 97.04 | 99.91 | 99.59 | 63.79 | 61.16 | 12 | 4.93 | 5.22 | 4.97 | 4.44 | 8.29 | 89.32 | 92.48 | 93.30 | 96.81 | 81.42 | 13 | 2.30 | 2.39 | 2.42 | 42.31 | 27.58 | 95.64 | 98.73 | 99.03 | 99.91 | 97.09 | 14 | 2.56 | 2.81 | 3.06 | 4.15 | 4.28 | 96.41 | 98.37 | 97.97 | 94.79 | 94.55 | 15 | 3.50 | 3.68 | 3.68 | 5.27 | 12.71 | 91.98 | 99.28 | 99.28 | 99.22 | 88.40 | 16 | 3.02 | 2.94 | 2.98 | 8.78 | 49.66 | 93.80 | 98.89 | 98.94 | 99.56 | 99.79 | 17 | 2.10 | 2.20 | 2.12 | 35.89 | 6.09 | 95.11 | 99.07 | 99.00 | 99.65 | 81.17 | 18 | 3.86 | 6.71 | 6.76 | 35.85 | 80.23 | 91.06 | 98.95 | 98.71 | 96.36 | 100 | 19 | 2.92 | 37.29 | 45.78 | 5.06 | 6.40 | 93.30 | 99.88 | 64.12 | 90.29 | 99.84 | 20 | 1.44 | 1.43 | 1.47 | 8.48 | 27.59 | 96.43 | 98.95 | 99.10 | 98.04 | 98.82 | 21 | 1.27 | 1.27 | 1.04 | 1.55 | 22.74 | 94.64 | 99.70 | 98.99 | 98.18 | 99.92 | 22 | 3.16 | 3.39 | 3.39 | 5.21 | 5.29 | 93.73 | 94.65 | 94.36 | 89.97 | 89.85 | 23 | 2.58 | 3.21 | 3.56 | 3.25 | 3.28 | 93.74 | 95.13 | 94.91 | 94.95 | 95.58 |
| Avg. | 3.64 | 5.49 | 5.63 | 14.54 | 21.31 | 90.21 | 95.35 | 95.79 | 93.54 | 93.55 |
| SD | 3.61 | 7.92 | 9.47 | 15.24 | 21.64 | 9.87 | 11.37 | 7.84 | 9.01 | 9.29 |
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