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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