BriefGPT.xyz
Apr, 2020
自上而下的网络: 对CNN的粗到细的再想象
Top-Down Networks: A coarse-to-fine reimagination of CNNs
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Ioannis Lelekas, Nergis Tomen, Silvia L. Pintea, Jan C. van Gemert
TL;DR
本文提出了一种顶向下的神经网络结构,可以在图像分辨率上进行粗到细的信息处理,并能有效对抗高频噪声的对抗攻击,同时提高了网络的决策可解释性和对象驱动性能力。
Abstract
biological vision
adopts a coarse-to-fine information processing pathway, from initial visual detection and binding of salient features of a visual scene, to the enhanced and preferential processing given relevant stimuli. On the contrary,
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