Feature extraction is crucial in histology because it allows for the objective analysis of tissue samples. Traditionally, histological analysis has been a subjective process, relying heavily on the expertise of pathologists. However, feature extraction techniques can standardize this process, reducing variability and increasing reproducibility. This is particularly beneficial in identifying subtle changes in tissue architecture that may indicate disease.