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In this video tutorial, Shrini discusses the best method for evaluating semantic segmentation, focusing on the intersection over union (IoU) approach. He explains that semantic segmentation involves classifying individual pixels instead of labeling entire images, using an example of different minerals in a rock. Shrini highlights the limitations of accuracy as a metric, particularly in cases of class imbalance common in multi-class problems, indicating that it may not provide a true representation of model performance. The tutorial aims to provide insights into more effective evaluation methods for semantic segmentation tasks.