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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
Fix Class Imbalance in Defect Detection

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Originally published by Roboflow Blog on Sep 22, 2026.

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