Open access
Oct 2026
Uncertainty-aware adaptive fusion with graceful degradation for trustworthy cervical cytology
An uncertainty-aware deep learning framework that integrates an ensemble image encoder comprising ResNet50, DenseNet121, and EfficientNet-B0 with dedicated clinical and genomic encoders through an adaptive fusion mechanism that serves as a proof-of-concept for uncertainty-guided multimodal fusion.
Slim Ben Chaabane, Anas Bushnag, A. A. Oyouni et al.
· Scientific Reports · 0 citations