deepchecks / deepchecks/deepchecks
[FEAT][CV] Label Ambiguity
- Dominant language
- Python
- Stars
- 4.1k
- Forks
- 303
- PR merge metrics
- No merged PRs in 30d
Description
Add Label Ambiguity check, based on Similar Image logic -
Meaning, similar images with conflicting labels.
Think of how this should be applied for object detection - probably comparing bboxes?
Reuse as much code as possible with SimilarImageLeakage and LabelAmbiguity (tabular) if possible
Contributor guide
Research direction
Start by reading the existing SimilarImageLeakage and tabular LabelAmbiguity checks to understand their shared logic. Then determine how conflicting labels should be identified for similar images and whether object-detection bounding boxes must be compared. Done means the intended behavior and reusable implementation scope are defined and covered for the relevant image tasks.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- computer-vision, machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100