Ismail Hakki Kinalioglu

Device-specific conformal reliability under scanner-level acquisition shift in breast ultrasound CAD

Conformal prediction provides finite-sample coverage control under exchangeability, but empirical reliability may change across scanner-defined deployment domains. We audit three conformal procedures and one non-conformal abstention baseline on leave-one-device-out partitions of BUS-BRA using EfficientNet-B0, ResNet-50...

Rare-disease spillover after medical AI unlearning: a safety audit and mitigation framework for healthcare model maintenance

Risk-Calibrated Few-Shot Industrial Anomaly Detection with Human-in-the-Loop Inspection

Automated visual quality inspection often operates with few normal referenceimages but still requires an explicit policy for asymmetric operational errors. This paperpresents Risk-Calibrated Few-Shot Industrial Anomaly Detection Plus (RC-FS-IAD+), afew-normal-support, labeled-calibration-assisted framework that maps an...