Roboflow Blog8 min read
Fix Class Imbalance in Defect Detection
How to diagnose rare-class failures and improve defect detection with active learning, oversampling, targeted augmentation, synthetic data, and RF-DETR evaluation in Roboflow.
By Mostafa IbrahimRoboflow Blog

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Originally published by Roboflow Blog on Sep 22, 2026.
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