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why not use lr_mult, decay_mult like {1, 1, 2, 0}?

Open ujsyehao opened this issue 7 years ago • 3 comments

In alexnet network, it uses lr_mult/decay_mult param {1, 1, 2, 0}, In squeezenet, it doesn't set param, so caffe uses its default value, lr_mult and decay_mult is default set to 1. so its param {1, 1, 1, 1} As we all know, we should not add weight decay to bias. So why you use default lr_mult and decay_mult?

ujsyehao avatar Sep 08 '18 03:09 ujsyehao

I do ablation experiments, the results verify if set param {1,1,2,0}, it will have higher accuracy.

ujsyehao avatar Sep 10 '18 06:09 ujsyehao

@ujsyehao That's interesting. How much did the accuracy improve with your new setting of lr_mult?

forresti avatar Jan 11 '19 02:01 forresti

about 0.2% - 0.5% higher.

ujsyehao avatar Jan 22 '19 06:01 ujsyehao