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[GH-ISSUE #103] YFCC100M Caption Preprocessing #91

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opened 2026-10-31 21:11:01 +00:00 by bsakaguchi · 2 comments
bsakaguchi commented 2026-10-31 21:11:01 +00:00
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Originally created by @normster on GitHub (May 6, 2021).
Original GitHub issue: https://github.com/openai/CLIP/issues/103

Hi,

I'm trying to reproduce the YFCC100M results and would like to know how image captions were preprocessed during training. For instance, how was the caption for the following sample extracted?

Title: denise%27s+peanut+chicken
Description: recipe+here%3A+%3Ca+href%3D%22http%3A%2F%2Fallrecipes.com%2FRecipe%2FDenises-Peanut-Chicken%2FDetail.aspx%22%3Eallrecipes.com%2FRecipe%2FDenises-Peanut-Chicken%2FDetail.aspx%3C%2Fa%3E%0Ai+added+1%2F2+teaspoon+of+sriracha+hot+chili+sauce+and+used+1+TBS+of+chunky+peanut+butter+in+place+of+the+2+cups+of+peanuts.

Best,
Norman

Originally created by @normster on GitHub (May 6, 2021). Original GitHub issue: https://github.com/openai/CLIP/issues/103 Hi, I'm trying to reproduce the YFCC100M results and would like to know how image captions were preprocessed during training. For instance, how was the caption for the following sample extracted? Title: `denise%27s+peanut+chicken` Description: `recipe+here%3A+%3Ca+href%3D%22http%3A%2F%2Fallrecipes.com%2FRecipe%2FDenises-Peanut-Chicken%2FDetail.aspx%22%3Eallrecipes.com%2FRecipe%2FDenises-Peanut-Chicken%2FDetail.aspx%3C%2Fa%3E%0Ai+added+1%2F2+teaspoon+of+sriracha+hot+chili+sauce+and+used+1+TBS+of+chunky+peanut+butter+in+place+of+the+2+cups+of+peanuts.` Best, Norman
bsakaguchi commented 2026-10-31 21:11:02 +00:00
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@naveenkumarmarri commented on GitHub (Oct 6, 2021):

You can decode as follows.

import urllib.parse
title = "denise%27s+peanut+chicken"
print(urllib.parse.unquote_plus(title))
# prints the following
"denise's peanut chicken"
<!-- gh-comment-id:936819464 --> @naveenkumarmarri commented on GitHub (Oct 6, 2021): You can decode as follows. ``` import urllib.parse title = "denise%27s+peanut+chicken" print(urllib.parse.unquote_plus(title)) # prints the following "denise's peanut chicken" ```
bsakaguchi commented 2026-10-31 21:11:02 +00:00
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@TonyLianLong commented on GitHub (Oct 25, 2021):

@jongwook In addition to the exact parsing method, could you tell us how a title is merged with the corresponding description text?

<!-- gh-comment-id:950570078 --> @TonyLianLong commented on GitHub (Oct 25, 2021): @jongwook In addition to the exact parsing method, could you tell us how a title is merged with the corresponding description text?
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