The Speed-up Factor: A Quantitative Multi-Iteration Active Learning Performance Metric

Hannes Kath, Thiago S. Gouvêa, Daniel Sonntag

Machine learning models excel with abundant annotated data, but annotation is often costly and time-intensive. Active learning (AL) aims to improve the performance-to-annotation ra…