High Reliability Region Calibration With Discrete Confidence Buckets

via “confidence-score-calibration-for-detection-quality”

image-to-text model by undefined. 5,42,474 downloads.

Unique: Provides per-region confidence scores calibrated through PaddlePaddle's training pipeline, enabling threshold-based filtering without external calibration models, with scores reflecting both detection confidence and localization quality

vs others: More reliable confidence estimates than post-hoc calibration methods (e.g., temperature scaling) due to native integration in training pipeline, enabling better precision-recall control than binary detection outputs