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VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION
时间 2021-01-01
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本文参考网上多个对论文的理解. 1.VGG 重要贡献: 展示出网络的深度是算法优良性能的关键部分 2.VGG网络的改进点: a.使用了更小的3*3卷积核,和更深的网络。两个3*3卷积核的堆叠相对于5*5卷积核的视野,三个3*3卷积核的堆叠相当于7*7卷积核的视野。这样一方面可以有更少的参数;另一方面拥有更多的非线性变换,增加了CNN对特征的学习能力。 b.在VGGNet的卷积结构中,引入1*1的卷
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