PromptGate: Client-Adaptive Vision–Language Gating for Open-Set Federated Active Learning
ProSona: Prompt-Guided Personalization for Multi-Expert Medical Image Segmentation
Automated medical image segmentation suffers from high interobserver variability, particularly in tasks such as lung nodule delineation, where experts often disagree. Existing …
INTERACT-CMIL: Multi-Task Shared Learning and Inter-Task Consistency for Conjunctival Melanocytic Intraepithelial Lesion Grading
Accurate grading of Conjunctival Melanocytic Intraepithelial Lesions (CMIL) is essential for treatment and melanoma prediction but remains difficult due to subtle morphological …
MRIQT: Physics-Aware Diffusion Model for Image Quality Transfer in Neonatal Ultra-Low-Field MRI
Portable ultra-low-field MRI (uLF-MRI, 0.064 T) offers accessible neuroimaging for neonatal care but suffers from low signal-to-noise ratio and poor diagnostic quality compared to …
Leveraging Collective Intelligence for Inclusive Global Healthcare
Deep Learning (DL) stands at the forefront of artificial intelligence, revolutionizing computer science with its prowess in various tasks, especially in computer vision and medical …
Deep Learning for Lymph Node Metastasis Detection in Pancreatic Ductal Adenocarcinoma
Pancreatic Ductal Adenocarcinoma (PDAC) is one of the most lethal cancers, with an increasing incidence. Lymph node metastasis (LNM) is a critical factor that influences both …
Bias and generalizability of foundation models across datasets in breast mammography
Over the past decades, computer-aided diagnosis tools for breast cancer have been developed to enhance screening procedures, yet their clinical adoption remains challenged by data …
Artery-Fusion Deep Learning for Enhanced Ultrasound Diagnosis of Giant Cell Arteritis
Robust Federated Learning Methodology for Automatic Chest X-Ray Diagnosis
Chest X-rays are an important diagnostic tool, but their interpretation by radiologists can be complex and time consuming. Deep Learning (DL) was identified as a possible solution …
