Aiming at the problem of salient target detection in complex environment, this paper proposes a method of video image personnel detection. In this method, the improved dark channel priority processing strategy is used for image denoising and enhancement. Based on this, the model of antagonistic network is constructed by using edge constraint, which solves the problem of fuzzy edge and different prediction scores in the target region. Experimental results show that the average detection accuracy is higher than 98% and the average recall is higher than 94.12%.
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