Function MRI Representation Learning via Self-Supervised Transformer for Automated Brain Disorder Analysis
Predicting Age-related Macular Degeneration Progression with Longitudinal Fundus Images using Deep Learning
Region-Guided Channel-Wise Attention Network for Accelerated MRI Reconstruction
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain Adaptation
Rethinking Degradation: Radiograph Super-Resolution via AID-SRGAN
3D Segmentation with Fully Trainable Gabor Kernels and Pearson's Correlation Coefficient
A More Design-flexible Medical Transformer for Volumetric Image Segmentation
Dcor-VLDet: A Vertebra Landmark Detection Network for Scoliosis Assessment with Dual Coordinate System
Plug-and-play Shape Refinement Framework for Multi-site and Lifespan Brain Skull Stripping
A Coarse-To-Fine Network for Craniopharyngioma Segmentation
Patch-level instance-group discrimination with pretext-invariant learning for colitis scoring
AutoMO-Mixer: An automated multi-objective Mixer model for balanced, safe and robust prediction in medicine
Memory transformers for full context and high-resolution 3D Medical Segmentation
Whole Mammography Diagnosis via Multi-instance Supervised Discriminative Localization and Classification
Cross Task Temporal Consistency for Semi Supervised Medical Image Segmentation
U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration
UNet-eVAE: Iterative refinement using VAE embodied learning for endoscopic image segmentation
Dynamic Linear Transformer for 3D Biomedical Image Segmentation
Automatic Grading of Emphysema by Combining 3D Lung Tissue Appearance and Deformation Map Using a Two-stream Fully Convolutional Neural Network
A Novel Two-Stage Multi-View Low-Rank Sparse Subspace Clustering Approach to Explore the Relationship between Brain Function and Structure
Fast Image-Level MRI Harmonization via Spectrum Analysis
CT2CXR: CT-based CXR Synthesis for Covid-19 Pneumonia Classification
Harmonization of Multi-Site Cortical Data Across the Human Lifespan
Head and neck vessel segmentation with connective topology using affinity graph
Coarse Retinal Lesion Annotations Refinement via Prototypical Learning
Nuclear Segmentation and Classification: On Color & Compression Generalization
Understanding Clinical Progression of Late-Life Depression to Alzheimers Disease Over 5 Years with Structural MRI
ClinicalRadioBERT: Knowledge-Infused Few Shot Learning for Clinical Notes Named Entity Recognition
Graph Representation Neural Architecture Search for Optimal Spatial/Temporal Functional Brain Network Decomposition
Driving Points Prediction For Abdominal Probabilistic Registration
CircleSnake: Instance Segmentation with Circle Representation
Vertebrae localization, segmentation and identification using a graph optimization and an anatomic consistency cycle
Coronary Ostia Localization Using Residual U-Net with Heatmap Matching and 3D DSNT
AMLP-Conv, a 3D Axial Long-range Interaction Multilayer Perceptron for CNNs
Neural State-Space Modeling with Latent Causal-Effect Disentanglement
Adaptive Unified Contrastive Learning for Imbalanced Classification
Prediction of HPV-Associated Genetic Diversity for Squamous Cell Carcinoma of Head and Neck Cancer based on 18F-FDG PET/CT
TransWS: Transformer-based Weakly Supervised Histology Image Segmentation
Contextual Attention Network: Transformer Meets U-Net
Intelligent Masking: Deep Q-Learning for Context Encoding in Medical Image Analysis
A New Lightweight Architecture and a Class Imbalance Aware Loss Function for Multi-label Classification of Intracranial Hemorrhages
Spherical Transformer on Cortical Surfaces
Accurate localization of inner ear regions of interests using deep reinforcement learning
Shifted Windows Transformers for Medical Image Quality Assessment
Multi-scale Multi-structure Siamese Network (MMSNet) for Primary Open-angle Glaucoma Prediction
HealNet - Self-Supervised Acute Wound Heal-Stage Classification
Federated Tumor Segmentation with Patch-wise Deep Learning Model
Multi-scale and Focal Region Based Deep Learning Network for Fine Brain Parcellation.