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How do you set the MEAN? #19

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LikaQie opened this issue Nov 26, 2015 · 3 comments
Closed

How do you set the MEAN? #19

LikaQie opened this issue Nov 26, 2015 · 3 comments

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@LikaQie
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LikaQie commented Nov 26, 2015

Thanks for sharing your project ! I just follow your steps of alignment and extract features using your model and caffe_ftr.py,but I can just get acc 94% on LFW. So I want to ask whether you set the mean of data. And if you do ,how do you make your test data mean file?

@AlfredXiangWu
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I don't use the mean file for training and testing.

@LikaQie
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LikaQie commented Nov 26, 2015

Thanks for your reply!
I use the Yi sun's detection and alignment method, and about 200 photos fail to detect the faces, do you think it would impact my results? I think the impact should be very small.
And I can not find out what it's wrong. Do you have some advice to me?

@AlfredXiangWu
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According to my experiments and others' email, the situation you mentioned may lead to 1%~2% dropped.

To improve the results on LFW, some advice is as follows:

  1. Check the alignment method between training set and testing set. The image size for training set is 144144, while it is 128128 for testing. So it is possible to make a mistake.
  2. Don't decrease the learning rate too quickly. I fixed the learning rate(1e-3) for about 1,000,000 iterations.

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