Dealing with Image datasets

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salehyafeai
Posts: 5
Joined: Thu Apr 07, 2022 1:09 pm

Dealing with Image datasets

Post by salehyafeai »

Hello everyone!
I have a question about using FIM for image datasets. For example, how can we convert each image into a transaction?
We can then use FIM algorithms for the mining process.

Does anyone know how to mine image frequent patterns?

Kind regards,
ALyafiea
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admin
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Joined: Tue Apr 05, 2022 12:47 am
Location: China
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Re: Dealing with Image datasets

Post by admin »

Hi,

Good question. I personally dont know. If someone knows something about this, please post.
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gmc
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Joined: Tue Apr 05, 2022 4:48 pm

Re: Dealing with Image datasets

Post by gmc »

maybe doing some features extraction first would be a good idea and then use these features as items?
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Mark
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Joined: Wed Apr 06, 2022 3:23 am

Re: Dealing with Image datasets

Post by Mark »

There are many libraries to extract features from images. The more traditional ones Can analyse color histograms etc. But deep learning etc could extract higher level features maybe. Or you could maybe craft manually some features
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Mark
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Re: Dealing with Image datasets

Post by Mark »

Or how about using manual labels?
Gerald
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Joined: Tue Apr 05, 2022 8:32 am

Re: Dealing with Image datasets

Post by Gerald »

Mark: maybe could use some machine learning techniques to learn the labels or some thing like contrastive learning to boost the dataset.
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