Beyond Foundation Models: A Sigmoid-Based Hybrid Transition for Distilling DINOv3 Features into Residual Encoders for Medical Segmentation
Can we trust AI? How to evaluate the performance of an AI platform designed to process medical terminology in Polish.
A 3D SwinUNETR Framework for Volumetric Pulmonary Nodule Segmentation
Generative Artificial Networks fail to synthesize Morphologically-Correct Colour Fundus Imaging
User Perspectives on Explainable Deep Learning Models for Rheumatoid Arthritis Radiographic Scoring
Towards Anatomically Aware Multimodal PET-CT Tumour Segmentation with Vision Foundation Models and Cross-modal Interaction
Improving Time-Series Foundation Model Performance in Data-Sparse Environments Through Cross-Attention Hybrid Fusion
“Learning Robust Geometric Representations Using Synthetic Structural Defects A Configurable Framework for Masked Self-Supervised Learning in Medical Imaging”
Diagnostic Performance of Artificial Intelligence-Based Dental Radiograph Analysis Software on Intraoral Radiographs: A Pilot Study
Deployable Safety for Triage LLM Agents Through Physiologic Evidence Verification and Fail-Closed Repair
