Family | Methods | Year | Dice(%) | IoU(%) | Precision(%) | Recall(%) |
---|---|---|---|---|---|---|
CNN | UNet [1]\(^{\ast}\) | 2015 | 79.89±5.09 | 71.02±6.69 | 84.04±4.38 | 82.01±4.42 |
Atten_UNet [3]\(^{\ast}\) | 2018 | 88.15±8.96 | 81.21±7.23 | 85.25±5.85 | 84.98±5.53 | |
Channel_Unet [38] | 2019 | 84.82 | 75.92 | 94.01 | 81.04 | |
ResUNet [6]\(^{\ast}\) | 2019 | 79.15 | 70.15 | 82.43 | 84.77 | |
CENet [4]\(^{\ast}\) | 2019 | 89.53±2.81 | 82.60±4.53 | 92.81±4.08 | 86.76±4.95 | |
CA-Net [5]\(^{\ast}\) | 2020 | 90.05±2.43 | - | - | - | |
PraNet [39] | 2021 | 87.46 | 80.23 | 91.28 | 87.59 | |
AS-Net [40] | 2022 | 89.55 | 83.09 | - | 93.06 | |
Ms RED [41]\(^{\ast}\) | 2022 | 87.69±0.53 | 82.37±0.62 | 91.87±0.32 | 88.16±0.58 | |
MLP | UNeXt [42]\(^{\ast}\) | 2022 | 89.21±0.79 | 82.1±1.26 | - | - |
Transformer | SwinUnet [26]\(^{\ast}\) | 2021 | 88.87 | 81.67 | 94.70 | 86.07 |
MedT [43] | 2021 | 87.35±0.18 | 79.54±0.26 | - | - | |
ViT-B_16 [16]\(^{\ast}\) | 2021 | 87.54 | 80.73 | 94.20 | 87.21 | |
TransUNet(ViT) [10]\(^{\ast}\) | 2021 | 88.91 | 81.67 | 93.05 | 87.74 | |
TransUNet(R50) [10]\(^{\ast}\) | 2021 | 89.71 | 82.79 | 94.19 | 88.21 | |
FAT-Net [44] | 2022 | 88.9 | 81.6 | - | - | |
iU-Net(Ours) | 2022 | 90.12 | 83.06 | 94.37 | 88.07 |