Table 1 A summary of the model comparisons
Algorithms | IoU/% (95% CI) | Dice (95% CI) | Recall (95% CI) | ACC (95% CI) |
---|---|---|---|---|
UNet42 | 81.67 (81.03–82.31) | 89.72 (89.30–90.14) | 90.48 (98.34–98.57) | 97.49 (97.38–97.62) |
Unet++43 | 78.85 (76.83–80.87) | 87.9 (86.59–89.21) | 88.27 (85.76–90.78) | 97.38 (97.05–97.71) |
Unet3+33 | 75.39 (73.25–77.53) | 85.55 (84.08–87.02) | 86.02 (83.84–88.20) | 96.9 (96.57–97.23) |
U2Net44 | 79.69 (78.97–80.41) | 88.48 (88.02–88.94) | 88.68 (87.91–89.46) | 97.21 (97.07–97.35) |
AttentionUnet45 | 79.64 (78.08–81.22) | 88.4 (87.30–89.50) | 89.4 (86.05–92.75) | 97.47 (97.16–97.78) |
HRnet46 | 79.24 (77.34–81.14) | 88.16 (86.89–89.43) | 88.63 (87.45–89.81) | 97.43 (97.08–97.78) |
DenseUNet47 | 79.61 (78.32–80.90) | 88.39 (87.39–89.39) | 88.51 (87.40–89.62) | 97.49 (97.25–97.71) |
Swim-Unet48 | 39.5 (36.02–42.98) | 55.87 (52.24–59.51) | 85.79 (82.74–88.84) | 83.73 (82.74–88.84) |
CE-net49 | 80.96 (80.19–81.73) | 89.3 (88.88–89.72) | 89.23 (88.21–90.25) | 97.4 (97.28–97.52) |
MNet50 | 37.80 (37.34–42.27) | 56.4 (53.96–59.03) | 67.2 (59.99–74.58) | 87.0 (86.48–87.68) |
U-net333 | 80.88 (80.13–81.64) | 89.22 (88.74–89.70) | 89.75 (88.26–91.24) | 97.39 (97.29–97.48) |