Domain Adaptation and Representation Transfer

Domain adaptation of MRI scanners as an alternative to MRI harmonization.- MultiVT: Multiple-Task Framework for Dentistry.- Black-Box Unsupervised Domain Adaptation for Medical Image Segmentation.- PLST: A Pseudo-Labels with a Smooth Transition Strategy for Medical Site Adaptation.- Compositional Representation Learning for Brain Tumor Segmentation.- Hierarchical Compositionality in Hyperbolic Space for Robust Medical Image Segmentation.- Realistic Data Enrichment for Robust Image Segmentation in Kidney Transplant Pathology.- Boosting Knowledge Distillation via Random Fourier Features for Prostate Cancer Grading in Histopathology Images.- Semi-supervised Domain Adaptation for Automatic Quality Control of FLAIR MRIs in a Clinical Data Warehouse.- Towards Foundation Models Learned from Anatomy in Medical Imaging via Self-Supervision.- The Performance of Transferability Metrics does not Translate to Medical Tasks.- DGM-DR: Domain Generalization with Mutual Information Regularized Diabetic Retinopathy Classification.- SEDA: Self-Ensembling ViT with Defensive Distillation and Adversarial Training for robust Chest X-rays Classification.- A Continual Learning Approach for Cross-Domain White Blood Cell Classification.- Metadata Improves Segmentation Through Multitasking Elicitation.- Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation.