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Automatically find issues in image datasets and practice data-centric computer vision.

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Some images currently obtain undesirably low blurry quality scores, when they do not appear blurry. In particular: - [ ] uniformly-colored images - [ ] high-resolution images - [] odd...

help wanted

File "/opt/homebrew/Cellar/[email protected]/3.11.5/Frameworks/Python.framework/Versions/3.11/lib/python3.11/multiprocessing/spawn.py", line 164, in get_preparation_data _check_not_importing_main() File "/opt/homebrew/Cellar/[email protected]/3.11.5/Frameworks/Python.framework/Versions/3.11/lib/python3.11/multiprocessing/spawn.py", line 140, in _check_not_importing_main raise RuntimeError(''' RuntimeError: An attempt has been made to start a new process before the current process...

question

## Summary > What is the reason for this Pull-Request? This PR replaces HashType and IssueType enums with strings. IssueType was created before but in some places, string was used....

Modified the nested for loops that iterate over the image grid to use numpy vectorization instead, by reshaping the images and titles into 2D arrays, and then iterating over the...

Guide should be similar to the one in Datalab: https://docs.cleanlab.ai/master/cleanlab/datalab/guide/index.html For each type of issue CleanVision can detect, should summarize: 1. how this issue is defined (and its quality-score) 2....

documentation
help wanted

Add detailed instructions on how a user/developer can add a new issue_type. Some points to consider: - Restrictions on where the new class is defined and when it is registered...

There are places in codebase like [this](https://github.com/cleanlab/cleanvision/blob/main/src/cleanvision/utils/viz_manager.py#LL32C58-L32C60) where `mypy` won't be to detect variable's type and it will be termed as `Any`. ![Screenshot 2023-05-16 at 2 21 02 AM](https://github.com/cleanlab/cleanvision/assets/34245555/82775029-552e-45a6-adbe-e97057cf3184) Are...

question

There is a github actions that creates a docs preview link to visualize potential doc changes on push to any PR. This link is broken. Follow up on https://github.com/readthedocs/actions/issues/24 to...

Suggestion from @elisno (original [link](https://github.com/cleanlab/cleanvision/pull/91#discussion_r1106463546)) > In the future, would you be open to exploring an OO-approach where the report data (issues, issue_summary, filtered results) in encapsulated in a separate...

question