Despite multi-branches network can strengthen the ability of feature extraction, the cost is speed reduction. Thus, in order to improve FaceBoxes’ accuracy and do not reduce speed, we propose Reparameterization-FaceBoxes in this paper that its multi-branches modules are replaced with diverse branch block. We make comparative experiments on WIDERFACE dataset, Reparameterization-FaceBoxes outperforms FaceBoxes with higher accuracy and faster speed, it can increase by 0.9%, 0.8% and 0.4% on Easy, Medium and Hard datasets while its speed increases about 20% for VGA-resolution images.
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