AIBullisharXiv – CS AI · 7h ago6/10
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SDQM: Synthetic Data Quality Metric for Object Detection Dataset Evaluation
Researchers have introduced SDQM (Synthetic Dataset Quality Metric), a novel evaluation framework for assessing the quality of synthetically generated data used in object detection tasks without requiring full model training. The metric demonstrates strong correlation with YOLO11 performance metrics and provides actionable insights for dataset improvement, addressing a critical bottleneck in resource-constrained machine learning development.