| CPC G06T 7/248 (2017.01) [G06T 3/4046 (2013.01); H04N 23/60 (2023.01); G06T 2207/20084 (2013.01)] | 20 Claims |

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1. A processor-implemented method with target object tracking, the method comprising:
setting a search area for a target object included in an input image based on a position of a first target box in a template image;
selecting a network path from a plurality of network paths of a neural network model according to a result of a comparison between a resizing ratio and a predetermined threshold value, the resizing ratio corresponding to a ratio of a size of another image that is input to the neural network model to a size of the search area; and
tracking the target object by estimating a position of a second target box corresponding to the target object in the input image according to the selected network path.
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