Evaluating pedestrian crossing safety: Implementing and evaluating a convolutional neural network model trained on paired aerial and subjective perspective images.

Loss analysis Throughout the training epochs, the total loss exhibited a decreasing trend, indicating that the model was learning and improving its ability to segment the roundabouts in aerial images.

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