Ultrasound based estimation of fetal biometry is extensively used to diagnose prenatal
abnormalities and to monitor fetal growth, for which accurate segmentation of the fetal …

Generalization capabilities of learning-based medical image segmentation across domains
are currently limited by the performance degradation caused by the domain shift, particularly …

Colorectal cancers may occur in colon region of human body because of late detection of
polyps. Therefore, colonoscopists often use colonoscopy device to view the entire colon in …

Deep classifiers may encounter significant performance degradation when processing
unseen testing data from varying centers, vendors, and protocols. Ensuring the robustness …

Convolutional neural networks (CNNs) often suffer from poor performance when tested on
target data that differs from the training (source) data distribution, particularly in medical …

Applying pre-trained medical segmentation models on out-of-domain images often yields
predictions of insufficient quality. Several strategies have been proposed to maintain model …