Shyam Nuggehalli

Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation

Class imbalance severely impacts machine learning performance on minority classes in real-world applications. While various solutions exist, active learning offers a fundamental fix by strategically collecting balanced, informative labeled examples from abundant unlabeled data. We introduce DIRECT,…