Open Internet by MindsNet

Debugging annotation quality in perception datasets

The BDD dataset has significant noise and redundancy, making it difficult to catch annotation issues using aggregate metrics alone. This problem affects the accuracy of perception workflows. Debugging annotation quality and identifying problematic slices or redundancy in datasets is a hard unsolved issue.

Computing & Technology, Computer Science, Machine Learning