Table 8.

Performance metrics for predictive models in urban environmental assessment.

Model	MSE	RMSE	R2	Adjusted R2
CNN	0.04	0.20	0.93	0.92
Decision Trees	0.06	0.24	0.88	0.87
Linear Regression	0.07	0.26	0.85	0.84
SVM	0.05	0.22	0.90	0.89
Random Forest	0.03	0.17	0.94	0.93