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从一个相对不受约束的设计空间开始,逐步探索、改进网络设计空间的规则,直到一个由简单的“规则”网络组成的低维设计空间,称之为RegNet。RegNet设计空间的核心很简单:stage的宽度和深度由量化的线性函数决定。与AnyNet相比,RegNet设计空间的模型更简单,更容易解释,好模型的集中度更高。RegNet网络和当时最先进的不同体量网络在ImageNet数据集上进行了比较,体量较大时,RegNet超越了当时的最先进网络EfficientNet的结果。

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