Author

N. A. Emran

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Open access Jul 2026

YOLO11-based deep learning system for automated tubal patency classification in hysterosalpingography: a comparative study for clinical decision support.

While the results are promising for a novel application domain, the model's failure on clinically critical minority classes (Bilateral Blockage, Bilateral Patency) means it is not yet suitable for unsupervised clinical use.

Nasreen Jawaid, I. Brohi, Najma Imtiaz Ali et al. · Scientific Reports · 0 citations