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triplet loss训练问题

您好,
最近我训练triplet_loss的时候遇到了一些问题,不知道怎么解决。我的网络采用的是vgg网络,然后没有进行softmax预训练,直接用triplet_loss进行训练的会出现ap,an变成0的情况,在网上查了以下资料说是训练崩塌,所有点都聚在了一起,降低学习率训练太慢了也没有解决问题,想请教一下您是怎么解决这种情况的?是不是一定要softmax预训练?谢谢!

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