Table 3.
Case I: Type of SD1 = Type of SD2 = Type of TD (Accuracy, Precision, Recall, and F1-score (all in %) of two baseline models, SSDA and CSDA, and the proposed model MSDA-DM for the binary classification of images)
| SSDA (Single-Source Domain Adaptation) | CSDA (Combined-Source Domain Adaptation) | MSDA-DM (Multi-Source Domain Adaptation for Disaster Management) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Source | Target | Source-1 | Source-2 | Target | Source-1 | Source-2 | Target | ||||
| Hurricane Harvey |
Hurricane Maria |
Hurricane Harvey |
Hurricane Irma |
Hurricane Maria |
Hurricane Harvey |
Hurricane Irma |
Hurricane Maria |
||||
|
Acc. 76.43 |
Precision 76.61 |
Recall 76.47 |
F1-score 76.41 |
Acc. 77.31 |
Precision 77.36 |
Recall 77.29 |
F1-score 77.29 |
Acc. 79.08 |
Precision 79.66 |
Recall 79.04 |
F1-score 78.95 |