Can pytorch / keras support dataloader object of Image and Text?
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Is there a way of creating a dataloader object, or the equivalent in Keras, where every observation is an image AND some text? I could create two models to do classification but I want to see if I can build it all in one to pull information from both to get the prediction.
Are there any examples of this someone can point me to? Or is it even possible?
The closest I've found is in fast.ai there's this article that combines tabular and text.
keras image-classification pytorch
asked yesterday
jchaykowjchaykow
1386
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add a comment |
$begingroup$
Is there a way of creating a dataloader object, or the equivalent in Keras, where every observation is an image AND some text? I could create two models to do classification but I want to see if I can build it all in one to pull information from both to get the prediction.
Are there any examples of this someone can point me to? Or is it even possible?
The closest I've found is in fast.ai there's this article that combines tabular and text.
keras image-classification pytorch
asked yesterday
jchaykowjchaykow
1386
$endgroup$
add a comment |
$begingroup$
Is there a way of creating a dataloader object, or the equivalent in Keras, where every observation is an image AND some text? I could create two models to do classification but I want to see if I can build it all in one to pull information from both to get the prediction.
Are there any examples of this someone can point me to? Or is it even possible?
The closest I've found is in fast.ai there's this article that combines tabular and text.
keras image-classification pytorch
asked yesterday
jchaykowjchaykow
1386
$endgroup$
Is there a way of creating a dataloader object, or the equivalent in Keras, where every observation is an image AND some text? I could create two models to do classification but I want to see if I can build it all in one to pull information from both to get the prediction.
Are there any examples of this someone can point me to? Or is it even possible?
The closest I've found is in fast.ai there's this article that combines tabular and text.
keras image-classification pytorch
keras image-classification pytorch
asked yesterday
jchaykowjchaykow
1386
asked yesterday
jchaykowjchaykow
1386
asked yesterday
jchaykowjchaykow
1386
asked yesterday
jchaykowjchaykow
1386
asked yesterday
jchaykowjchaykow
1386
1386
add a comment |
add a comment |
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I can only guess what you are trying to achieve, but I think this might be helpful even though it is a different approach. The idea is to create two separate models for text and image and merge them into third.
answered 18 hours ago
chacidchacid
214
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That's a great example. Pretty simple when you build it that way actually. It's not necessarily building the model directly from both data sources from the start but certainly contains information from both data types.
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– jchaykow
8 hours ago
add a comment |
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1 Answer
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1 Answer
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$begingroup$
I can only guess what you are trying to achieve, but I think this might be helpful even though it is a different approach. The idea is to create two separate models for text and image and merge them into third.
answered 18 hours ago
chacidchacid
214
New contributor
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
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That's a great example. Pretty simple when you build it that way actually. It's not necessarily building the model directly from both data sources from the start but certainly contains information from both data types.
$endgroup$
– jchaykow
8 hours ago
add a comment |
$begingroup$
I can only guess what you are trying to achieve, but I think this might be helpful even though it is a different approach. The idea is to create two separate models for text and image and merge them into third.
answered 18 hours ago
chacidchacid
214
New contributor
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
$begingroup$
That's a great example. Pretty simple when you build it that way actually. It's not necessarily building the model directly from both data sources from the start but certainly contains information from both data types.
$endgroup$
– jchaykow
8 hours ago
add a comment |
$begingroup$
I can only guess what you are trying to achieve, but I think this might be helpful even though it is a different approach. The idea is to create two separate models for text and image and merge them into third.
answered 18 hours ago
chacidchacid
214
New contributor
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
I can only guess what you are trying to achieve, but I think this might be helpful even though it is a different approach. The idea is to create two separate models for text and image and merge them into third.
answered 18 hours ago
chacidchacid
214
New contributor
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
answered 18 hours ago
chacidchacid
214
New contributor
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
answered 18 hours ago
chacidchacid
214
answered 18 hours ago
chacidchacid
214
214
New contributor
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
New contributor
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
chacid is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$begingroup$
That's a great example. Pretty simple when you build it that way actually. It's not necessarily building the model directly from both data sources from the start but certainly contains information from both data types.
$endgroup$
– jchaykow
8 hours ago
add a comment |
$begingroup$
That's a great example. Pretty simple when you build it that way actually. It's not necessarily building the model directly from both data sources from the start but certainly contains information from both data types.
$endgroup$
– jchaykow
8 hours ago
$begingroup$
That's a great example. Pretty simple when you build it that way actually. It's not necessarily building the model directly from both data sources from the start but certainly contains information from both data types.
$endgroup$
– jchaykow
8 hours ago
$begingroup$
That's a great example. Pretty simple when you build it that way actually. It's not necessarily building the model directly from both data sources from the start but certainly contains information from both data types.
$endgroup$
– jchaykow
8 hours ago
add a comment |
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