Table 5.

Case III: 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		Earthquake Iraq-Iran		Hurricane Harvey	Earthquake Mexico		Earthquake Iraq-Iran	Hurricane Harvey	Earthquake Mexico		Earthquake Iraq-Iran
Acc. 72.95	Precision 71.12	Recall 73.48	F1-score 71.22	Acc. 82.79	Precision 80.61	Recall 82.71	F1-score 81.18	Acc. 83.61	Precision 81.47	Recall 83.32	F1-score 82.05