Semantic Change Detection on SC-SCD (test)
35.68mF1Seg2Change
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Seg2ChangeGPU Memory Usage (GB)=6.08 (64%), Inference (ms/sample)=1521 (47%)2026.04 | 35.68 | 23.22 | 95.82 | 0.3385 | |
| DynamicEarth†GPU Memory Usage (GB)=7.33 (77%), Inference (ms/sample)=5035 (156%)2026.04 | 29.11 | 17.97 | 91.37 | 0.2532 | |
| Inst-CEG*GPU Memory Usage (GB)=7.08 (75%), Inference (ms/sample)=2928 (91%)2026.04 | 23.57 | 14.35 | 94.49 | 0.2139 | |
| DynamicEarth*GPU Memory Usage (GB)=11.19 (118%), Inference (ms/sample)=2892 (89%)2026.04 | 19.87 | 11.47 | 95.03 | 0.1804 | |
| AnyChange*GPU Memory Usage (GB)=10.15 (107%), Inference (ms/sample)=2683 (83%)2026.04 | 16.64 | 9.48 | 88.06 | 0.1192 | |
| AnyChangeGPU Memory Usage (GB)=6.59 (69%), Inference (ms/sample)=3988 (124%)2026.04 | 16.51 | 9.32 | 78.27 | 0.1056 | |
| UCD-SCMGPU Memory Usage (GB)=9.46 (100%), Inference (ms/sample)=3225 (100%)2026.04 | 12.06 | 6.51 | 85.95 | 0.0619 | |
| DynamicEarth‡GPU Memory Usage (GB)=15.33 (162%), Inference (ms/sample)=6784 (210%)2026.04 | 9.19 | 5.16 | 95.25 | 0.0877 | |
| Inst-CEGGPU Memory Usage (GB)=14.95 (158%), Inference (ms/sample)=5672 (176%)2026.04 | 6.9 | 3.68 | 94.4 | 0.0551 |