Datasets | Model | P(%) | R(%) | F(%) | AP(%) | PQ(M) | Time(s) |
---|---|---|---|---|---|---|---|
LEVIR-CD | VGG-LR | 63.54 | 65.19 | 64.35 | 12.33 | 4.12 | 2.01 |
ChangeNet | 64.98 | 67.56 | 66.24 | 13.08 | 6.19 | 3.81 | |
FDCNN | 67.49 | 68.95 | 68.21 | 14.59 | 6.01 | 4.92 | |
CD-UNet++ | 68.55 | 70.07 | 69.30 | 15.38 | 5.54 | 4.53 | |
UNetLSTM | 69.28 | 71.05 | 70.15 | 17.18 | 12.01 | 7.32 | |
SRCDNet | 74.83 | 80.62 | 77.62 | 20.59 | 10.11 | 6.07 | |
ESCNet | 77.07 | 84.16 | 80.45 | 23.44 | 17.22 | 11.88 | |
FGCN [29] | 78.51 | 79.44 | 78.97 | 24.94 | 19.72 | 14.43 | |
PToP CNN [26] | 79.92 | 81.57 | 80.74 | 26.26 | 20.02 | 15.84 | |
KPCAMNet | 81.56 | 86.07 | 83.75 | 27.48 | 21.49 | 16.09 | |
Ours | 84.38 | 92.04 | 88.04 | 31.43 | 18.14 | 11.95 | |
SZAB | VGG-LR | 33.24 | 35.52 | 34.34 | 5.19 | – | – |
ChangeNet | 34.28 | 37.16 | 35.66 | 5.86 | – | – | |
FDCNN | 35.12 | 38.05 | 36.52 | 6.27 | – | – | |
CD-UNet++ | 36.94 | 38.99 | 37.93 | 6.88 | – | – | |
UNetLSTM | 37.52 | 39.65 | 38.56 | 7.22 | – | – | |
SRCDNet | 40.69 | 42.28 | 41.47 | 9.44 | – | – | |
ESCNet | 42.14 | 44.37 | 43.23 | 10.87 | – | – | |
FGCN [29] | 43.49 | 45.74 | 44.57 | 11.04 | – | – | |
PToP CNN [26] | 44.23 | 46.07 | 45.13 | 11.26 | – | – | |
KPCAMNet | 44.52 | 46.01 | 45.25 | 11.32 | – | – | |
Ours | 46.15 | 64.27 | 53.72 | 13.49 | – | – |