LAION-AI / LAION-AI/project-menu

Dedup laion5b by image content

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Description

https://docs.google.com/document/d/1AryWpV0dD_r9x82I_quUzBuRyzDotL_HHnKuNB9H3Zc/edit?usp=drivesdk

Also important: evaluate dedup method on 1M samples and check if it works. (We want to remove points too near and not remove other ones)

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start with the linked Google document to understand the proposed image-content deduplication method and its evaluation criteria. Run the method on a 1M-sample subset of laion5b, then assess whether it removes points that are too similar without removing distinct ones.

Written by the indexing model from the issue text.

Assessment

Domain
computer-vision, data
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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