Table 4.
Model | Acc | Pre | Re | F1 | IOU | DSC | Params |
---|---|---|---|---|---|---|---|
FCN-8s | 0.993 | 0.941 | 0.873 | 0.901 | 0.831 | 0.876 | 134.3 M |
FCN-16s | 0.989 | 0.922 | 0.882 | 0.900 | 0.824 | 0.859 | 134.3 M |
PSPNet | 0.975 | 0.856 | 0.888 | 0.871 | 0.771 | 0.870 | 46.70 M |
MSRN | 0.988 | 0.893 | 0.945 | 0.917 | 0.853 | 0.886 | 23.38 M |
MSFCN | 0.991 | 0.881 | 0.936 | 0.906 | 0.841 | 0.874 | 14.27 M |
FPN | 0.989 | 0.914 | 0.924 | 0.919 | 0.852 | 0.888 | 48.20 M |
UNet | 0.990 | 0.922 | 0.924 | 0.923 | 0.868 | 0.893 | 17.26 M |
Our (DFANet) | 0.991 | 0.943 | 0.952 | 0.950 | 0.903 | 0.949 | 11.25 M |
Our (Eformer + DFANet) | 0.995 | 0.959 | 0.955 | 0.961 | 0.928 | 0.964 | 19.97 M |