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Model sizes of ImageNet models

Open Jopyth opened this issue 5 years ago • 1 comments

Hi,

I read your paper and think it is very interesting. You already provided the number of FLOPs of Res18-Auto-A and Res18-Auto-B.

Did you also calculate or measure the model size (assuming we store the binary weights as 1 bit) of Res18-Auto-A and Res18-Auto-B for the ImageNet models? That would be very interesting for comparison purposes.

Best regards, Joseph

Jopyth avatar Jan 17 '20 08:01 Jopyth

Hi Joseph,

Thanks for your interest. The statistics of AutoBNN for ImageNet is as follows:

model model size top-1 acc
Res18-Auto-A ~15MB 68.64%
Res18-Auto-B ~19MB 69.65%

Best, Kai

iamhankai avatar Jan 17 '20 10:01 iamhankai