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High level image classification module

Open YanYas opened this issue 6 years ago • 5 comments

Need to finish the high-level module you have for training image classification.

YanYas avatar Apr 12 '19 03:04 YanYas

One will be provided in the examples, but I want to avoid having large model binaries in the basic package. A downloader should do the trick for the most part.

YanYas avatar Jan 09 '20 17:01 YanYas

One will be provided in the examples, but I want to avoid having large model binaries in the basic package. A downloader should do the trick for the most part.

what about git lfs? i think there's a 1GB quota for free accounts.

sebllll avatar Jan 14 '20 20:01 sebllll

Indeed. There is a limit on the size of a Nuget, maybe 250MB, that I want to stay under too, but it may be alright. There are a couple different models that could be particularly helpful. Resnet34 which is both relatively small (~70MB) and very accurate, and VGG/16/19 which is around 500MB, is not as accurate as Resnet, but has other important uses, such as Style Transfer for unpicking the semantics of an image, I'll have a look at other forms of storage first, but will try to move ahead on this.

YanYas avatar Jan 16 '20 01:01 YanYas

sorry, i misread your comment and was thinking that you want to have the repo small, but you're talking about the nuget which is a separate issue.

in this case, i don't think any large files should be included in the nuget.

i'd prefer smth. like this and download files in runtime.

sebllll avatar Jan 17 '20 09:01 sebllll

Good example. Yeah I have something very similar in the VLMLDemos, but I'll make it a dependency for the main package so I can update it separately. Thanks for mentioning!

YanYas avatar Jan 17 '20 15:01 YanYas