Change Detection on LEVIR-CD standard (test)
91.76F1 ScoreEoCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EoCDBackbone=FocalNet-T, Params (M)=30.32, FLOPs (G)=6.46, Latency (msec)=12.1, Input image size=224 x 2242026.02 | 91.76 | 84.78 | 99.17 | |
| Convformer-CD/48Backbone=Custom, Params (M)=49.31, FLOPs (G)=5.3, Latency (msec)=48.8, Input image size=224 x 2242026.02 | 91.44 | 84.23 | 99.13 | |
| RHighNetBackbone=Resnet50 + ViT-B/16, Params (M)=120.8, FLOPs (G)=69.47, Latency (msec)=98.9, Input image size=256 x 2562026.02 | 91.31 | 84.01 | 99.13 | |
| FSG-NetBackbone=ResNet-18, Params (M)=13.76, Input image size=224 x 2242026.02 | 91.27 | 83.94 | 99.1 | |
| EATDerBackbone=Custom, Params (M)=7.12, FLOPs (G)=21.3, Latency (msec)=26.2, Input image size=224 x 2242026.02 | 91.2 | — | 98.75 | |
| STRobustNetBackbone=ResNet-18, Params (M)=13.73, FLOPs (G)=19.32, Latency (msec)=12.7, Input image size=224 x 2242026.02 | 91.11 | 83.66 | 99.1 | |
| RSMambaBackbone=Mamba, Params (M)=27.9, FLOPs (G)=15.7, Input image size=256 x 2562026.02 | 91.1 | 83.66 | — | |
| EoCDBackbone=ResNet-34, Params (M)=21.5, FLOPs (G)=4.39, Latency (msec)=3.8, Input image size=224 x 2242026.02 | 90.91 | 83.33 | 99.09 | |
| TMSFBackbone=ResNet-18, Params (M)=12.92, FLOPs (G)=8.9, Latency (msec)=40.4, Input image size=224 x 2242026.02 | 90.88 | 83.29 | — | |
| SFEARNetBackbone=SegFormer [41], Params (M)=5.56, FLOPs (G)=3.64, Latency (msec)=26.7, Input image size=224 x 2242026.02 | 90.85 | 83.23 | 99.07 | |
| EoCDBackbone=mit-b1, Params (M)=13.37, FLOPs (G)=2.49, Latency (msec)=8.1, Input image size=224 x 2242026.02 | 90.83 | 83.2 | 99.08 | |
| CDMambaBackbone=Mamba, Params (M)=11.91, FLOPs (G)=49.26, Latency (msec)=54.77, Input image size=256 x 2562026.02 | 90.75 | 83.07 | 99.06 | |
| ChangeFormerBackbone=Custom, Params (M)=41.03, FLOPs (G)=106, Latency (msec)=26.6, Input image size=224 x 2242026.02 | 90.4 | 82.48 | 99.04 | |
| ELGCNet-LWBackbone=Custom, Params (M)=6.78, FLOPs (G)=15.17, Latency (msec)=24.5, Input image size=224 x 2242026.02 | 90.33 | 82.36 | 99.03 | |
| BITBackbone=ResNet-18, Params (M)=12.4, FLOPs (G)=8.32, Latency (msec)=13.3, Input image size=224 x 2242026.02 | 89.31 | 80.68 | 98.92 | |
| DSFDcdBackbone=U-Net, Params (M)=8.94, Input image size=224 x 2242026.02 | 89.11 | 80.34 | 98.93 |