Table 1: The performance matrix result of KNN model. Convolutional Neural Networks (CNN): A cornerstone of deep learning techniques, CNN is instrumental in image processing tasks, including ...

k-Nearest Neighbour (kNN): A classification algorithm that assigns a class to a data point based on the most common class among its k closest examples in the training data.

The advanced machine learning algorithm enables sophisticated image interpolation, allowing the system to skip every other scan level while accurately preserving high image quality. This ...