Semantic Segmentation on FMB 1.0 (test)
29.7Unl IoUDIFF-MF
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DIFF-MFsegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 29.7 | 84.2 | 61.2 | 78 | 76.7 | 71.1 | 83.1 | 91.9 | 52.7 | 74.6 | 91.3 | 90.3 | 90.5 | 99.3 | 40.8 | 74.4 | |
| EMMAsegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 22 | 84.1 | 57.9 | 78.9 | 75.4 | 71.1 | 83.3 | 91.8 | 47.4 | 75 | 90.5 | 89.9 | 91 | 99.3 | 39.9 | 73.2 | |
| SwinFusionsegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 21.4 | 83.2 | 53.2 | 76.2 | 75 | 70.5 | 82.7 | 91.5 | 50.8 | 73.3 | 89.7 | 88.8 | 90.7 | 99.3 | 36.5 | 72.2 | |
| CDDFusesegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 21.3 | 84.2 | 54 | 76.1 | 74.7 | 70.6 | 83.1 | 91 | 48.9 | 74.1 | 90.3 | 89.4 | 89.8 | 99.3 | 35.5 | 72.1 | |
| MambaDFusesegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 21.3 | 84.4 | 59.3 | 76.4 | 77.1 | 69.6 | 82.7 | 91.6 | 50.5 | 74.5 | 91 | 88.7 | 90.9 | 99.3 | 38.5 | 73.1 | |
| FusionMambasegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 20.9 | 84.2 | 55.9 | 76.2 | 75.5 | 70 | 83 | 90.9 | 51.6 | 74.6 | 90.4 | 88.2 | 90.6 | 99.3 | 38.4 | 72.6 | |
| DIDFusesegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 20.7 | 84.6 | 59.6 | 74.9 | 77.4 | 71.1 | 82.7 | 89.6 | 50 | 74.5 | 91.7 | 89.4 | 90.8 | 99.3 | 38.5 | 73 | |
| TarDALsegmentation network=DeeplabV3+, epochs=300, batch size=4, learning rate=7.0e-32026.01 | 19.1 | 82.7 | 54.5 | 71.1 | 76 | 68.2 | 82.6 | 90.2 | 51.6 | 72.5 | 90.9 | 87.8 | 90.2 | 99.3 | 30.7 | 71.2 |