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Table 3 Comparison of object classification methods in terms of accuracy and computational time

From: Human detection in surveillance videos and its applications - a review

Methods Accuracy Computational time Comments
Shape-based method [18, 23, 3843, 85] Moderate Low Simple pattern-matching approach can be applied with appropriate templates. It does not work well in dynamic situations and is unable to determine internal movements well
Motion-based method [26, 86, 87] Moderate High Does not require predefined pattern templates but struggles to identify a non-moving human
Texture-based method [44, 8891] High High Provides improved quality with the expense of additional computation time