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Deep Robust Encoder Through Locality Preserving Low-Rank Dictionary
时间 2020-12-30
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深度鲁棒编码器(Deep Robust Encoder, DRE),通过局部性保留低秩字典,来提取鲁棒的、辨别力的特征,同时优化一个低秩的字典和约束的深度自编码器。首先,在输出层设计一个新的损失函数,一个干净的低秩的字典,和对应的权重包含局部信息,使得重建过程无噪声。其次,判别性的图约束保留了数据的局部几何结构,引导每一个编码层的深度特征学习。 两个具体步骤: Locality Preserv
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