Poynton, Clare B.

LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers

2024 · arXiv (Cornell University)

Error slice discovery is crucial to diagnose and mitigate model errors. Current clustering or discrete attribute-based slice discovery methods face key limitations: 1) clustering results in incoherent slices, while assigning discrete attributes to slices leads …