Research Article
A Markov Random Field and Adaptive Regularization Embedded Level Set Segmentation Model Solving by Graph Cuts
Table 2
Region overlap metrics of different algorithms corresponding to Figure
5 in the same order.
| Image no. | Algorithms | JS | DSC | FPR | FNR |
| Image #1 | GAC | 0.5646 | 0.7217 | 0.3699 | 0.1554 | LSR | 0.2585 | 0.4107 | 0.7415 | 0.3009 | CV | 0.7386 | 0.8496 | 0.0983 | 0.1967 | FTC | 0.7041 | 0.8264 | 0.0442 | 0.2722 | LBF | 0.6859 | 0.8137 | 0.0048 | 0.3119 | LAC | 0.8359 | 0.9106 | 0.0383 | 0.1353 | LPFE | 0.7004 | 0.8238 | 0.0418 | 0.2776 | NFT | 0.3399 | 0.5073 | 0.5828 | 0.3528 | Our method | 0.9567 | 0.9779 | 0.0035 | 0.0208 |
| Image #2 | GAC | 0.8283 | 0.9061 | 0.1601 | 0.0164 | LSR | 0.7700 | 0.8700 | 0.1302 | 0.1297 | CV | 0.8797 | 0.9360 | 0.0162 | 0.1074 | FTC | 0.8646 | 0.9274 | 0.0202 | 0.1197 | LBF | 0.7300 | 0.8440 | 0.0200 | 0.2589 | LAC | 0.6759 | 0.8066 | 0.1711 | 0.2146 | LPFE | 0.8626 | 0.9262 | 0.0206 | 0.1215 | NFT | 0.6217 | 0.7667 | 0.2650 | 0.1987 | Our method | 0.9609 | 0.9800 | 0.0104 | 0.0155 |
| Image #3 | GAC | 0.6232 | 0.7679 | 0.3101 | 0.1344 | LSR | 0.6243 | 0.7687 | 0.3604 | 0.0369 | CV | 0.6428 | 0.7826 | 0.2178 | 0.2171 | FTC | 0.6327 | 0.7750 | 0.2554 | 0.1920 | LBF | 0.1589 | 0.2743 | 0.3766 | 0.8242 | LAC | 0.0581 | 0.1099 | 0.7854 | 0.9261 | LPFE | 0.3726 | 0.5429 | 0.1091 | 0.6096 | NFT | 0.4171 | 0.5887 | 0.5100 | 0.2628 | Our method | 0.9494 | 0.9740 | 0.0328 | 0.0190 |
| Image #4 | GAC | 0.7018 | 0.8247 | 0.1245 | 0.2204 | LSR | 0.5989 | 0.7492 | 0.1311 | 0.3416 | CV | 0.3637 | 0.5334 | 0.3006 | 0.6363 | FTC | 0.4062 | 0.5777 | 0.4030 | 0.5938 | LBF | 0.2854 | 0.4440 | 0.5101 | 0.7146 | LAC | 0.2692 | 0.4242 | 0.0794 | 0.7244 | LPFE | 0.4198 | 0.5913 | 0.0236 | 0.5800 | NFT | 0.5879 | 0.7405 | 0.1243 | 0.3586 | Our method | 0.9553 | 0.9772 | 0.0230 | 0.0227 |
| Image #5 | GAC | 0.5390 | 0.7004 | 0.0532 | 0.4442 | LSR | 0.6471 | 0.7857 | 0.3051 | 0.0961 | CV | 0.5587 | 0.7169 | 0.3237 | 0.2374 | FTC | 0.5463 | 0.7066 | 0.3523 | 0.2226 | LBF | 0.5538 | 0.7129 | 0.0100 | 0.4430 | LAC | 0.5972 | 0.7478 | 0.3082 | 0.1864 | LPFE | 0.5387 | 0.7002 | 0.3597 | 0.2276 | NFT | 0.4304 | 0.6018 | 0.2255 | 0.5079 | Our method | 0.9702 | 0.9849 | 0.0081 | 0.0121 |
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