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In this paper, two domain adaptation approaches are utilized in a pedestrian detection application that is one of the most interesting and widely used fields in machine vision. In cases where the distributions of training and test data are different, the performance of pedestrian detection algorithms drops significantly. In this paper, employing two methods, namely transfer component analysis (TCA)...
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