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The video discusses the best way to evaluate semantic segmentation using the intersection over union approach. Semantic segmentation involves classifying individual pixels rather than classifying an entire image. Accuracy can be problematic for multi-class problems with class imbalance. The intersection over union method is a more reliable approach for evaluating segmentation accuracy.