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happynear avatar happynear commented on August 15, 2024

嗯,这样一般是有问题的。但原因太多了,学习率、初始化、损失函数等都有可能造成这个结果。

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thuhuwei avatar thuhuwei commented on August 15, 2024

但我使用的就是Github/faceverification/caffe_proto中提供的配置文件
CASIA_train_test.prototxt和mnist_siamese_solver.prototxt,唯一改动的就是 lr 设为 0.01

因为我并不是使用提供dcaffe-windows,所有我是手工添加的sanity layer以及 fillerparameter 中 alpha 参数。不知道除此之外还有没有需要处理的?

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happynear avatar happynear commented on August 15, 2024

没有了,这还下降不了的话,只能怀疑数据问题了。减均值、除128之类的事做了么?

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thuhuwei avatar thuhuwei commented on August 15, 2024

这些都作了,我再检查一下吧。请问你在lr=0.01迭代一万次后大概准确率能有多少?

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happynear avatar happynear commented on August 15, 2024

一万次的结果早就不记得了,但一开始下降得还是蛮快的。

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thuhuwei avatar thuhuwei commented on August 15, 2024

多谢。我是通过caffe自带的 create_imagenet.sh 和 make_imagenet_mean.sh 创建的lmdb数据。原始图像也是casia webface提供的normalized图像,应该和你用的是一个数据库。按说不应该有数据输入的错误。我再仔细检查一下。

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thuhuwei avatar thuhuwei commented on August 15, 2024

请问能否共享你训练好的模型或者snapshot?我想验证一下我的数据是否有问题。谢谢!

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happynear avatar happynear commented on August 15, 2024

抱歉,跟别人有协议的,model不外传。

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